{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A Walk Through Linear Models\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. Please check the pdf file for more details.*\n",
    "\n",
    "In this exercise you will:\n",
    "    \n",
    "- implement a whole bunch of **linear classifiers**\n",
    "- compare their performance and properties\n",
    "\n",
    "Please note that **YOU CANNOT USE ANY MACHINE LEARNING PACKAGE SUCH AS SKLEARN** for any homework, unless you are asked. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# some basic imports\n",
    "import numpy as np\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "from mkdata import mkdata\n",
    "from plotdata import plotdata\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use this skeleton or write your own.\n",
    "\n",
    "NOTE: Be becareful that the bias term is in the first element of weight, that is `y = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X.shape[1])), X)))).T`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part1: Preceptron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_train is 0.0, E_test is 0.01418156\n",
      "Average number of iterations is 121.268.\n"
     ]
    },
    {
     "data": {
      "image/png": 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68VtqZ//O1A4juVCpOgkl9GtY//exChWxRzYX2oDxId3RWc30O/oj1/wC2FnvyRLbGh01iakpX/J65N8V9UUF4wNMai0JK9zrZfkHsigkkrWNO5Lt7UcFQy61717hTOVaIOG1vUuZ82wMKmkBVGhtliLHbErHUeSrtVz2f4SDNZoWYvo/127O8uAwXty3ipltYxWp0ajRojfng1ARd3gjgzJT3Bids85XrfszNeVL3uw2lmrZ1zhfqQZam4XB6cmFJGOt1UxA3j3ueZcn5kjRpwbnicWGfeNqpCxUdkVQV5Y2C8ci1LQ7f5jzlapzuUIguV7e+BkNNLxxnqOPPs7QVHdGuzyoKyuCw5i4ayFnK9VQCOih6o3J1XlzsGZTN4LtWmf2pjl0OJ/qNp8xA6dhcJxg250/zNu7FlIr+5oyd4lNOnFP74uPKR+1lOTq9OgtZre5dq7Z7xKnkqP3LUEoilAExDp3rtArdo4iDBW3Zioa7tP7+E7i0pK45ePPsP4fYBEqbCrhcvozI2w2x1hbmbHlC94OH0O+RsfCF9sq6rDS8C9lDI4X1gaSimEM3wC7pJTLHH//CrR3/ielfL6ocsWhrIwhb95TZN48RhaSCNR8jZk3hNGtTB0p2I8vPTEUYhgAraSaJLzxloKMi4/zD+sQNsSPV37P8g8kMu5TvKxm7niXx9eUT75ag0ZKep3YRfqj9blS4W880HkXkmCd6B0zk0fv3+ZAEQveubmfvHiUnXVa0PXsAfbWbqaoF2xCIGwwLG0jde5cZkb74QzMSCkkwa8K6sInSbPdNg04ieoHfLN2Gmsad6SiIYd3di0sdkxntI1jb60g1NJG64tHeWPP4mLLTuswghwvXz5O/oIP2w9nSbNu5Gu98DYb8THlkevlV4jQuvYrduBUtFYL1e5dR2c1c9k/0I1huo7jtA4juO4bwBdJswq1tal+GyZ2GwsCTGqtopYoKA0721weFIZJo0VttZDQPAKVlIRcPUnDGxd4a/cPSrvOU0/h8barQKxCjdZqpv35w5ypVBNfs4GnLx5lYObWQu82aHQIKRmUkeLGvJ3zP3vTHMrnP2BEv8lYVGpiHAzQIlRExcwqRHxcx3F01CTCT+3F22pCazET3zwCrbTy/eopnK1UnamdRivCxtmA6ozt8TpSpSZ+xaRi2xwZ9R7PHUxkXuuBqKTkh1WTiy07dMAUJDDERTA5WKMxz/d5t8R6cQM+4Jnf0jhQM5hsbz+0FjM6m4VFK4uvEzNwGvkaLZVc5nNJs27c8S7HK/tWktAsgmXNwuifuY31jTsQnZFCrbtXmdF+OFFHtxOTvoWFIT3wthiZ6LK2p3Qchd5iYmDmVnoO/aRUoWhI9DTUNiuD05Pd9pNzzRS3z2dvmsPeWsEsDolEJSUdzx5k/E92VdjS4HAWh0ZiEmo6nT9E7btXOVCjCbJpEBsmdCnUj6Lw78YYkoDpUsqfHX//CEzEzhj0UsppjueTAIOUstDuFkI8h/3ydGrWrBmalVV6nEbe+xUwYNc56xE0JZfzwv1750gvDMA7BRgGJm/Q2a/s/Uh60QE1TaSavaZQwqbvUoqZVWqeGL+Gnd8977bgx+5dxlet+yuLragF4CTSwWOXIaQscXOPjHqPPK0XI1I3MCgjxY0ILWsWzkv7VjD/yb58lzi1RAKxNn68G1OCP049K5t2IWnRq4V+d0WWfyDhI+bibTYW2VbBspFxn3L0s2il3tx10xnffRy1716l9cVMJu5ZrEhQBYl0rs6bn2o3565PhWIlaOc4ZvkHEjVkJofnxbr1wbkR+2duo91vqTzf5x1UUpKj98XPmEf46V8Ue4JzbibuWsjMtnEkLplA79jZSCHI03ixbcHLyvdm+QcWKQ0WnLPw07+woVE7zEKNCrvNxttiIiZtUyFV3aqgzkUy70312/Bmt1fQ2qzc1ZfDx5zPwMytxKUlsSgkEr3FVCKDntE2jts+5dlWrxWdzx1gfcN2bjYkO6M2kOPla1ffmU0MPbKJtwsICK7zdNu7Al5WM4/m3KTrmf1uDLMgpnUYwfKgMAYc3aYwcyehLanfH7UbRkLzCCb/+C1Rx3bwVvgYAvJySn3XiqCuhJ/+BZ3FzJYGzzBx10Le7/ICX677Bx3Op9oZSPQ0ZiV9QpMb55STgHMeW4yJJzFhgtvadj77ovUA9tYKJvLUzyUKUB+2H058SCQpBdZMwXe5wrlmWl/MYGfdlpjUOkW19u6O+Qw8ul3puxkVi1dP5pWeE3mg8+bU7L7F9sUVZWUM/yqvJFHEM1nC88IPpfwW+BbsJ4ayvFSPRIUgDSutUJNVRNNt7z1Gf79z7iNxvQnEp0DEK9BoDfMxMRJfzAKe0aVCPz2szgfgavkqBOTlKJO/vd5T9Dyxi69a9y+0AGplX+ONPYvpdPagG5E2aHWMOrSe0KuniiWSEad+ZnVQZ97cvcitvXd2LSD89C/EDJxG72M7ilxwAKFXTzEwY6tdRbNjvttvz15I4/ne75Dr5U21ezdKHNOqOTfJ1+gwqrVlKpvr5aP826DRMaH73/k+cQrP932H6KStbhJUYsIENwa6pnFHjBotKQtedns+ptebzN40x20cq+bc5K5PeZdjegce6LwV4rekWTeWNO/GoPTCdoX+MTOZvWmO29xk6/2omnOTHL0fzx1Yw/yWvah274bS/oqgLgxOTylxvPsd287B6o2ZuelT3uw2linbvmRqp+eKXBfOeSzIvHfWCWVS2EsMTk92U7esCOpKn9jZ2IRg/eJxJc5DdGYKvWPnYNDqyNPq8TEbGZyR7CaxLgkOZ2VQV2av+wcTuv+dIelb3NpY0bSzm90jwHCPhjd+43D1xgzOSC7x/bFHNrO2cUf0FhN9Ymcze9McNjRqR2LChBLrDclIZlVQF2a0H06rS8fYWbdlqXWc76ryIFtRo81oPxyDRseLvd+ix8k9jNm3ktjUJNKqNyS1ekOiM1IwarT0jJ3DaYdTQdiIeQ7DvZGoYz9y27s8ZwOqs6lBW1TSSrZ3OVqMieeOwy7mahfpeWI3nc8eYP6Tfdz2yKKQSKIzSl8zqVUbkrJgjJvQMLnLC3zQ6TmiM7fS69hO1jdqT2LjDmR7l7MbqP9k/KviGC5jv2DdierYb6oq7vmfgnzACtRDRT5QqyAfuv8I+ferclFtdn/+aw/IrQqrl8OJPlxEEoCgHNBZ5PGgkZacPhWZ0nEUkXGfcdunAi3GxDOl4yjWNe6ASaMtdQE4iTSASkqeuXCE53u/RdiIuSwM7YlNqBiamsTnGz5GbzGxucEzxd4eHHr1FEPSN2NVq0scj+jMFLu06IKddUIZ0+tNojO3UtFwnysV/lZiG1fLV0FvMeGfn1umsl4W8x/1zEYGZGwl9Oop7niXxyJUjO8+ju8Sp/LGnsXUyr6GRtoUBvp94hS7lxK4Pf8ucSrju4+jcl62Mo5Xy1fB15hHn9jZXPcLQCIYdWgdKQteZvHySQBorVa+b9mLqJiZfNRhBIBbe1n+gYRePcWAjK34mgxcLV+Fink5RGemoJY2Ept0pE/sbIxqLVaVmpj0zSV+f+yRzfwWUI3Xu/+dKrm3+ebJKAZmpFA5L5spHUfRYkw8dSasV9aO6/eAXcJ0js9bu38oND7fJU7lnt6vTAw629uP2UmfsK9WMN8nTik03m/v/oHvE6fwas8J3PEu59bmiqadeb/zC8Qc2UzSotc4Pas3X2z4mIxHn8BURgEh27uc21jf8a5Qpno5ej9lTO54l3/od33Vuj9hp/ZSzphHygL7iaNP7Gzq3rnM+obt2NDI7uE1MmoyrS9mkrJgDGdm9iZlwcuMOrQOISXX/Cqht5gZ2+MNxv2UgFWlpsqDbBITJnB6Vm+SFr1KzJHNVMzPZcLuRegtJp7r8y5eFrPbHtnQqB0DM7eW2P/YI5u55B/oNjfv7FrAkuXvIoWK8xWrkvxEGyxqNVvrP035/Fy8LKYS2/xn8K9iDBuAoY77c1sB9xz37qYAXYUQFYUQFYGujmd/ClSAN1AJgRHJC+ioIwVzpBfXpB9Gn3yaVT/EN3hRRwowe9krPvsPaDMdbFpYvYJKp3rzALiLZL+w8qUwoW5qoXfdfSQtepUzs3qTmDABvcXEXe9y7KjbstQF4Eqk8zU6Xur1FjWzr9kX5qzerI0fj4/FyJheb9Ly8nG+T5yCChtZ/oFFthd7ZDM76j5Z4jvNKjU5eh+FIIW8soSxPSYwNeVL3tm1gN7Hd7IiqGuJbSwLDuPxm1nUunu11LLxzSNASpq/soRXI8ejlpJBmfbpDTDk8HWrfqUy0Ji0zQqhdH3uJBbOcfy6ZV9sKhVTU750I37nA6rxYt+3GZK+hXXx4zg9q48yV31iZ7OzTmghRu3s47KgMHqd3E3VnJsYNTqmdRzNd4lT8bKaMap1ZSJSeTpvEla8y02/SlwIqEbtu1fpEzsbvcXkICzu/al994qyLsoiYfoZDWVi0H5GgyIdl9Te4CNb8DPmKW1m+QcytdNoEla8y0QXZrK93lPEHtlEgOFemd5fMS9HeUffYz+is5rLXM85xwGGnId+18CMrYrAVCv7GoMzkmlzIZ3JXV7gtm8FcnQ+LA8OJ2HFu0Uy3+8Tp7C/VhCzNn0CAua1HsCS5e8WYqwTHYxoRvvhPHPhCBpppUb2NZYGhyt9Kytju+tTvtDz0KuniEvbyMEaTXjt5yWopQ2Dxgut1Yy1+OvE/2n8KS0KIZYB+4AnhBCXhRAjhRAvCCFecBTZDJwHzgLfAS8BSCnvAFOBQ47/pjie/SmQ2E8Nt5GkY+YVdBzBDwvwNA/wUd0jiFxuAV9deRavz8/Bb+3sCq7Ob8HTH4NNy61VK/jm1zB0CMKlhq8xIQQ0ePQitRrddltI/oZc7pZRGrrrU55N9dvgbTHxfeIU3nF4SxQlHRs1Wh67c4Vuw7/gsTc28MS4RJq+upzXu40lyz+w2AXlxM46ofQbMpO41CSFIK2NH8/g9GQmhb3EzjqhdsNrcBipVRsU2UZq1QYsCulBrTu/czagOkubhZdYdnWTzvQ+vhOJIPD+bfJ0emVcep7YTXL9p0uXoNI3FzrlwB+M1fndGxq3JzZtkxvxc0rci1ZOLlbidp4UXBm1UwX2Taso1jbuwNthL6M3GYnOSCb06ik2NGpHxfyyna4q5uXYGdyRzeRrtMxoP7zYE5KTsNxxzGNZJMzw03tJaNatxDJLgsOxAaubdlLay/IPLPLU0v63VASQ0CwCsDOnQenJhZiJs289T+wuVUBY7mCwTsQe2QzSxvIy1quac5M7PuXpeWJ3mes4EZ2Zwo66T5Kn82ZnnVD6xM6mxr3rysmg18ndDE1LKvV0n1a9IY/fymJg5tZSy05vN4zB6cnc8vVnRVBXZY88LGMriEEZ9pPrx+3iaHnpOBqblZv6Coj/g1i0P4UxSCkHSSkflVJqpZTVpZTfSym/llJ+7fhdSilfllLWlVI2lVIedqm7QEpZz/Ff8dacfwLOQLbz2AhGgxUII483hJHzQmIVcF5I3hRGhqZHY7xfDZGQDL92t1fuMpFHW8/BatMxceUSnjrdgcXo0WC/Rd4sIK+znl5j5yibq0b2NXzMZZPifEwGJkS8SmxqyQuzVVYmo/tO4pkL6WxZ+ApnZvZm64KXiTmymZT6bege9xlrGndw6DoLw0kgXZnPlQp/s7vqNe1Etr4cL/Z+i7mtBzBx10JGR01iRts4svwDMavUZPkHMqNtHKOjJvH+9q9BQL7WiwdaPXH9P2B6u2FFlv1k02ymb53H94lT2FcrGK3L0TouLYlcL59/WoJyPr9avopdalKpic7c6kZMyyJxO08Kru9x2o3OzLSf3ALyckAI6t2+BNglv57Hdz0UQYzOTEFvNjKwlP441VjO95Q2Ps8fSCQ+pHvJDDqoCx9v+RyTWotFqBQCWdSpZUyvN8nV+ZAQEkFq1QZsaNSOmAL2Bte+lUWYWBHclaFpScqzqjk3ydd6ldpvZ72r5augs5qp/OBumeu4vuuuT3n8DfeLVFvurNuyVBuJU2i4WLFqmcqeqVKLgZlbuaf3Y/amOcp+6nDu0EMzUVc4T6BqaeNw9cZIATppLVbF/L9p4wIHAAAgAElEQVTBXzolhhQafKSFJ1ChRfA5piJdUgGuR4zhKanhQOpoWLGWv/WO47WmaxjZZTJPShVZ+1/j15UreXPgAA4/vgMTdjVVvoAlvpPRLzNwJbsy37Tsw5nKNUho1q1Er4V4R9CaCsmQEhZbln8ge2s3Y/HK9woZLCfuWUznswcZ2e89pnR6DiuC1KoNChGeRSGRbgSpOIPv0uBwZrQfzsRdCzldpTZRQ2Zy16c8WquFx29lYRUq3gwfi5fVTLn8B7x4YDWnq9RicbMIljQLJ0/nTcW8HHqd3O1mQA29eor+R7exKCSSbsO/oPupnxizbyUVHHaKkjybipOg7OqRPF7t8Toam5UHOrvh3JWYlsXAGZ2ZQtSQmQxNS1LeszwojN4ndinS/Fu7f6Drmf2MjppEq0vHCDDk0PXsfsb0epNOZw8W62GyIrgrax2uzVVzboJQEV3KCWBQZgpLmttPAE4Js6Tx0dqs6CxmRvSbzGN3LrsFmNW8e5XfAqrzadIs6ty5whM3s+gZ9yl5Oj3+hlzyNTrA3X7T6exBYgZO45VfljE6ahJ39eXcjO5Opwid1cxb4WMYs2+lQvwGZmwlOjOFqjk3uVq+CsuCwlgU2oMv1//D7RvWNO6At8VE2/OpjIx6j0EZKW71lgaHsyqoC7M3zaFW9jVmtI2jy+n9fNl6AEiKrLM8KIwVwV2VOq7rxNdkoNq96zyTlVHIweO2TwX6xsykVxFu5E44mYuEMjtndBj9DTqrmXp3LrM2fjyLQyLZVq8V+VpdmddMQTj3wl2f8qxcMpEh0dMcv/ybnhj+XaF6vCv5wH6sWID5lGCkUdm40f15xrWZAzYtN9ckkHZ4FK3FA7LC/g5PfQpWLxasWMmWM11pSi467tOUXObpTBiHemNtpye5wTP0ObaDVU27lKpm8bYYMWq8SlxsZZF6B6WnUO/2RTTSypDoD3lswgZCXlnC+51G80vNpqxq2kUhSK4GzYLqjLd2/6CoM4amJXF4XiwfJX+BQNLq4jE2LP47Z2bZDXP9j/3InGdjqX7vOj5WI0mLXuPczF4cnhfLpB3zC22w2CObqZD/gC0LX8HfcJ+eQz/hqYtHH1o14MSy4DCMai1P3LjAph9eJSDPrut2Pa4/jE7X+Z6ipE7nOPfP3MbikEh6ntjNz7WbM3vTHOIGfMC0DiOKPDG5Eqmr5atg1JTNUJun88asUtPh3CE3HXVx4xP8+2msKhUtL59gbfx4RU341KXjCCnJDKxHn9jZPJ2VyeYfxnJmZm/WxY9DbbPSfdhnrGja2e07Y48kcdu3Imvjx+NnMihGd9cThqshF2Bt/HhMGi1RQ2bSYPwaoobM5ECNJkSe2uPmfpvlH8i0jqNJWP4uX274mPXx49zq9Y6dzZJm4cxdP11xLV0R3JXXf04gOiMFk0ZLYsLrmDRausd9xhOOd5k0WtbGjy/k6rs0OByLUHG6Si2+fqofQa8uo/uwz/ByfMuZmb1ZU8DmVBBOglxWh4uAvBxOz+pDj5N7WBocTq3sazxz4QgqJJ3OHmRk1HuFTuTTOoxgWP8PCjG2gnPd8dxBN/WkVaWyp7H5k/GXzpVkXNgDc9ZurIAf4MV9rCWMoUaCgXJo974I22fYH3aZAG1m2Znyls/g4Fi81PkYB/WCen9If62kmu3Sh9v7y1Fz61WX4KetxUpDI6Peo6IhhzUFfKbdvrUIn+qCyPIPpG/MLExqDUmLXnOPUm0eQb5Wx5mZvdFIW5n8x51xDUPTkuge9xmLSghCihk4DaNGx+lZ9vaLg1mlpsH4NZyb2UupG9f/fRCixIClomIvnM/Dft2Lj8XEpB3zle/K1+iU7yvr2PWOnY1E0O3Uz6Q0aFMoerbgOH+xYQbP93kHjc3GA60Xde5c5kqFQB7o9Hg5jIG+JgN9HNGstbKvMa39CFYEh5UpTiRsxFxsLkkb/Q259Dm+o5BEm1q1AYOiPyw1sj5m4DRmbfqE7qf3Fvv7+9u/ZuDR7UofnDEhr3cbS0r9NiUGopU0RwWfv9JjAoH3b5UaRHnbx57qYnWTznyyabYSqxI2Yi4pC8awv0YTPuj0HOpSgutioqfR69hOXjyYWOZgwIJ9du6H1KpP0PLyiVL77syE4IxbmJryJZPCXlLclLP8A1kcEsn6hu2461Oe8vm55Gm8UEsb8QU0AwX71vn0fsqZDUr7YSPmYtTo+G1Gj2L75IqyxjH8pU8M1qw9aIFywC1HmouSUBPBHSQ88zFEPg8qE1Q8Z/dkwovfw9/hxRbfYbTq0SxbT+DZP6IN9wsr84SJSq3u89WEQYyMeg8J7K0VRN+YWTQYv4bIuE/ZV7OpItkEGHLoWIre8WFc9PJ03oXc3BJWuLvNlcWg6dSpzno2lkEZhQ2PToRePUVsWhJeFtNDG9VCr54iOnMrVe7fKVaCihk4jVZZmQBFSuMvHFyjGIydEa4X/B9lYWhPUqs2KNYw6mp4bT/6WwxaPQatDpNGU6TU6TrOt73LMzJqMtEZW1kXPw6LWsPQtE1YVGqeP5BI8oIxnJjTj3Xx4xUp9LsWvUkIiSD89N5STwBLg8PRWC2MOrReMZCuix+H1mqhV+wcttdtSZZ/IB+1G8bIqPdof/4www9vKHGOhqRv5u89xisGZlfPNqe3y1SX5672FgGK0b249vsd3ca8Vv2VOXoj/BWGDJxKnlZP++e+pfkrS5jQbSxvhL/CtsdbFWmzcEV0ZgobGrXjUoVHWB8/TpmPqjk3Mal1vNfpOd7v/ALxK9/j840fF2kTm95uGDEDpzFuTwLTt86jVvY1ljSPYHAp3+LqnQZ/qHdCLp/kt4DqLCvF4cL1tFkr+xqzN81hQsSr9M/cpry3VvY1Ju2Yz+F5sZyb2YsjXwzBpNHx7o75xAycxvR2Rdv3Xty3ig2N2yntO73l/i/cVf/aNgYkZuA+kiTMjETHOxiLLf8iOm449XUtvoV6yYRXuMpifPkOM23EAy5EPEc5aeV+6gtkL19Py0G9OFR3GwDfYGKM0BHnncTon9Zw5UhFJZp2fuIU6ty5QtSQmYo00vPEboxqLcuDw4rVO1bIf1AmPby/4X6R3gmhV0/R4MZ5xeZRVkZzx6cC2x5vRcqCl0ssOyQjmcUh3Vke1NUthUBBFKUSij2ymXWNOrA+fhyLQyIVm0b5/Fxydd50OHuQnx5rzo56T2LUaPEz5tHt172KRGdWqRUCdj6gGgB171wm7Mw++4ni1F7WNO7oNrbF2VcSmnVjVdMuRP66t9ixPlS9Ed5Wk1sajwr5uXzcblih1B4FdfZWoeK2dwWSGral65n9xUqFi0MiC0n3rnaOIdHT0FnM9D/2I+vjxxEVM7NECdZ1nBOXTFAC41xPRYMyUljarJsS/GiPPzGR5R9YalBZln8gd73Ls7FhO1YFdbGnkLZZ6XtsR4GEdt1Y1iy8zIGRZrWWb9b9w+2509HgYM2mxKVtVMZwbfx45rXqT/iIuZjUWirm5VA15wZ9j/3I6MPrlPoPa3NaHhTGsuAwns7KYFLYS3yaNIsbvhWJGTiNIUc2E5u+2c2esrIIG0eH86nYVKpSjdYV8+/T5mIm72//mqkdR7G0WTd7MsS8HDqeO0j4qb3Maz0AncXspp60p1T/8+X7vzhjgK8woQG8gOfQslFais2JNBwt3giipIZEYaFOhUssduZRuvQUHBkBkS9wv/tLgCA/9XmOLVvHo4Mj+b3OTi4i7ZlZBeQ/q8P2tB7vIyampnzJ+O7jWLnkDTcPm7i0JCWZ3Ih+k+l/dBuxR/5YbPHNI8h3RO0WTE/giuVBYVS/d42Tf6tDizHxhfIIvbFnMSP7TSb89L5CBs2iIq07nDuExmou8ybO13qxtFk3Oj+kUc0pmRZ8f/MrJ/n5sRDq3r3KO7t/KJROpNvpXwCY23oAWquZOhM2oLOa6HLmADHpW6iVfY1Wl46xOCQSmxAMiZ5GzJHNdDx3SLGvFI48Xkj46X2MjHqPzmf3s6tuy0I5lD5uO5SYtM1udWtkX6f1xcyST1VHkvipdnPq3rnCz481V/pTcK4TmkfQ/lxqkSofZ1tDU5OwqjVK9PrD2FGKi7yvmnOTBzpv1jdsx6Qd81kWZI9V6RM7m2x9uWLbd2WyrtHpzoR2Xc4dVNaZVaVGa7WCDlqMSaBvEaoxJ4pzOFgWFEb9m1n8VqkagzL+CHeqlX0NP5OB4Yc3KCrSFmPi+WLjTLf6ZR2r274VCB8+F6tKha/RwKO5t92EkbfCX0GqVG7OGYPStxSbIsaoKT3mpeeJXSQ0i+CdXQuUtbumUQdy9D5saNQOo1qHr9lAndtXyHIEwC0LCrOncS+x5X8Of2nGoAK+dhic9+PLUaxswYevpIn5mLiIpKYji+ootMSQTyfU/IA3LaSJKsB3mNlvVcHqZZBTE3IfgQH9ofuLIFUY0kbD0iQSh0Rxt/ZO8oGm5DJK6HhRc5uRoZt5o8HLtDqbybdP9kVrtbgR79mb5vBa5OtYVGqu+wYoi61iXg5GjZaPUubyQafnCTu9r1iiu6xZGFYEWxaMUXL+uEqFLS+fwKDRMTpqEoH3biqnh5K8k7Q2K3qrqUynFb3FhEHjRdyADxicnsyQ9C2leos46+qsZsWo6ZprqmD2U1eiNqLfZAAHQRrjxjh6Dv2EVhczOVSjiZJo0CoE8c0iWB7UlUEZJfuhO1MSFEzP0WvoHPI1XnyWNNutzmX/Rxi8sWRpcEh6MolNOitpL0b0m8zv5SrTI+5T7nv5UD7/AUa1FmGTvLW7ZOl/SEYyUUNmKoyhLJ5LRanxXNOjuHq72NdTOF3P7ONixapoHYFoBdt3dWIozltudNQkJu5ayIz2w4nOSGFd/LhCKT2KsucUdbpMrdqAlcFdkaB4oLmi4GmgKCZQ1rHyN+Ry5IvBxf4ekJfDpB3zlTkIHRPPsGKYHKCoWov7Pcs/kBu+Aeyo9yTft+xNgOEeza+cRArBqEPrC2WRdQqTCc0jsAHaf9c4hn9X6IEsJOeFZCj5PImGPjzAC9iLLwbKsRdfvIBWPCBZWPgKEyrgJbQMQsf3mEBjhoF9wfsWnImEhGQw+UHk85RrtgCDxYd+S1dzMOsZrEB91LwtjHQjD4PKxgyfuVx8rCqbGzzDoPQtbpGuAF3P7CPmyGa+SJql6B0Pz4ul/9HtnKlci082zWZEv8mFvF+mt41zpOhV83nSLOreveoWLPVa5OtM6DaWli/HI4A8rRdnK9dgWbNwNtVvU6J30uKV72ETKr5t2afEMY5vHoFVqPCymhw2lWCHt8haesR9Wqy3iLOusNm44esP4BZRWxLx7n90G23PpxYKWmt5+TgCSc3sa6yNH+/woBrDiMMb0dmsaKStTGksCqYkeGPPYr5fPaVIr6LsMqekKKf0f3B6MoG5d8j8LJrVCW8A8NidK+TrSvZQc7bleur8ZwLMwD3y3unt4msyENf/AwCqPMhmXfw4BqUnF+k5VhZvufBTe5naaXSJAX3OAEMnUqs2IKF5BJ3OHlDW+Ufthyl2pXt6vyJtWgUZQVHBZGUZq2XBYZhVqiIzDGT5B/Jq5HiMGp1bUOCTl46VGGRY/+bFYm1L7kF3L3N6Vm8+3/Ax+2sWnbrEGWE959kYjBotnc8dVNLG/Jn4S58YnPmRziNJFhb0En7Cxi5hZHwxtoaLSLwAA+ALSuK9OlXTGD68E1/Gb+b3rHaELNrNiiF92d3zZfagY3F6DN8uWcfPQyL5qVYaLWUu+4WVb6WZDmo132qm0455imThKv3ahP0Ck++e7EOF/FxqZF/nsv8jZOvLobOauFThEb5a9xHrGrUnMu5Tcr188LKYUdusRPz6M2P2rSwkjeTofbEJFRXzcljvIqklNOvG0uBuvNFtLDHpW0pOj5CezJLgcPoe31nsaWV1k84kO04qThXCpB3f8VGHkQgkEad+LlJSSq3agFVNu9D7+E42NmpPcv02fLHx4zLpgWOPbCZqiLuaQAniK5AK2VU/3y/m4/9VSgJn+gnX7/lnJHanHnvSjvnKPLW9cITr5Ss/dFtOdeTD+sY7v9P5e+fT+3n03g2ul6vs5rUzPG0jfWJnF1ITlmWezBpNkVHTTjgD+n4IiWRYWhLLgsKUG+Je7vUWOXpftFYzPU/8ERcTYMghx8uXFUFd3TzrCs6Dkwm4linLWK0M6krkyZ8KJZvcWSeUv0eOp3/mNj5Lmu128vnpsRAsKjXhxZzq+x77kRkdhhP0+xm3+1b883Mxq9RM3/KFm/qwLMLRkPTNxDfrjlGtxajRljgP/wz+0u6qD94vz5eYlDsYrkk/nuZBodTbrqgjBXvxpQ8GtuNDJA/Qo2I5eiSCj7If5ZPFm7DcrYe28kkmxEYy0e82DdfP5WpmDGhzeSmmJ81r/sJoYaSOFOzDFz8p+NLYjwRDF3K8fBVd+r5awUrGz7Lc9tT3+E6ulq9CZNxnxbo+liW975DoD91SAhcFpzucxmol9shmN7fb+OYRrGnSqciLUZwqhKkdRzuu2dzMoAJ1VzXtwqdJsxRf9WH9J2PDfmWkWa0p9u4KKOz6CpTJDbfpqyvK5C5aVPpugAndxuJvuO9m7J3ScRQ6i5k39xR/8eA/2g3D4mIXcPZ/x3fPu81TWVNRu9oYgGJdo13VeAVPbFn+gfSI+xSNzapc5NPp7AGqPMgu9P6i2n9i/NpSXZRDx8SX6Irt7EfYiHkIJG3Pp/L2roXc8vEnduBULKjwsRqV/dLzxG5yvHzY8kQbe0JEFwZWcOyK2wPObxmQuZVBGUWPVZ07V+gR9ykbF71G1ZybHKreqNS7I4b3f99xn0ayW7vxzSNY0jyCBtfPc+qROoUuJXJ1X3fOUVndrCOGfY5NpcKM4Ox/aNrt/xfYVUI61jgMzkvL4Jk0Ch1LMbNfWPlKmpiDnpqosACR5LG/4mkY8QzEb8V8qyEf3azLjvJZpPV6mXpIcjNj+WrJerbE9IGaPyqZWVUCXvRazfAD66mwO1vRpTt9+LP8A5WU1MUZRmOip/FW+CsE5OWQW4Se1YmyHPMfxjtEbzZxy7eCYv/wN9xXYiYKLl6n/vp0ldpsWvQqc1sPYHFId35o0dPNs2jD4r8rdXP0voCKIRl2+0Rpemin1OxqOL+v82FrKR5UzrxCJXnxlJSS4PkDiUQO+0yRDLP8A/m9XCV21W1Jl7MHSvQ0+j7xg0L9LzhPZZFo4x1eS67ocD6VtfHjmfVMDGEj5jry+Ocx4Oj2Yg2i8c0iqHbvOs2v/MrstjF8te4fTIh4rchTgLP9xSGR9I2ZxR2f8qXqzYEy5wwzqzWsXDKR0VH2LLj20+oWDlVrxOdJs9zWw6omnbAJFUaNys2I3/7cIV7q87Yydk5X0YIR2XXuXCH8lH0drAgKI0fvWyha36xSk6vzVta7tym/VLftwUe2sPuxEH4I6UF88+7k6fSUM+YR/utenj13mH21mxdpN3ONqp+7fjrb6z3FbZ+yjVueTk/Yr7+wq06pdP6h8Ze2MXgBamAzPsyUXmzAzGi0tJJFp6duJdWMQss8h8H6K0w8jprT2PjGwSwAKHcdhrWHQT2g3jb2CyuLVEYm93oemi5BmsrRP2ENmy51IJ9yGLFfdJ0vJPq2ZjS9dIWOi2Uh5rFpSQxP3cjhebElJnErS6zCwySBG3B0K0JKxf7RP3MbA45uL5YoOPXXtbKvMXPL5/hYjKQseJnfPu7J0c+i+Tj5CzevqPHdx/HDqsnKlYul6aGXBYXR4OZvdB/2GWqblcSECZjVmj8lr9DSZuGFop6dcKafGBn1Hi/0epOeQz+hxr0bvL/ta0ZHTWJ6MfmlOpw7xI/1nlLacTKfgvPkSsyKiusYGfUeLxxYxaSwlwr9vjwojJ8eC0FnMZOw4h0sak2JaryEkAjOBVRnQ6O2CJuNzU+0KZEgOX3v938Zh0pKBqcnl6qv9zWVLWeYM5LXNYYg9shmrlR4pJANCQH1b2XhbTHZXb2DutJ1xDyei5rEM78dcYuJeeZCOnPXT2dfzaaEj5hL/dfXEj5iLve8/Qg//QtqabUrioV7Ugmngdm53jXSWmrsxaDMFH6rVI3xP8UjkKxOeINMx1qvYMorNRakf+Y2nuvzDnqLqczp7/0N99lfM+g/+j6G/xcYgC8w0YJcGiDYhC8BCLY7GEUdKdBIu/roI+nFBrwZSr6iarqIRAXURWU3QrvC5y48/ofL3KcXWtPgSmvoHYdvk2XcN5UnOmEtr18OJpIHfIUJPYILwkpekJYnQq+4EYWyEPMh6cmsb9iOFU07Y1RrizVolcUtz+keVxKcBGxIejIbG7VjZ51QxTukOOIJhfX0JfXnYRLdgZ2oLQztSWq1RixaOVlJCliWzJVamxWbUDGyX+GAuhlt4xjZ770SfcKXB4XR/9iPTP7xG/Y8FopKSua37M3MdnF0PHuAOz7lldQOYSPmctunPGvjxzNxzyLF0OsaBFXUuDilc9c0EWEj5nGwemO6n/qJV39ZUWT6CZNGS8Spn+l/7EdaXj6BUa0tklk5Uy98sO1rTnzSn0k75qMCTleuiZfFRP3X1xUZCOeEk5CXJXmehIdKeVIww63rGsryD+SVHnZDvcqh/haAxmZDY7MyO+kTvl4/vVCKjZd7vcnZStX5fvUHVMq7R+jlE+x5LJS/KfcpFE7DHt88gqo59vxQWf6BZb7zwqTW8XmbwTzQevN833eUMSxLUN/gjGS0Nitv7FlcpvT3Sx22v0EZKR7j88NC8Ie76t9QsQQTT6CmJWpeRMdQtAQguIVkKWZaFbA/1ESgB7wQRd7+puDmE/y+bAMDpQqie/NWn1GslhrSj/fnq4Qk1sf24tNqe1lDHtvwwSqgl/fPaLtaYKW9iYfxsX6/8wvM2vQJk8JeKjJYqiwG0a5n9jMyajLhp38p1WhpX/RaxvZ4A5NKw5TtXz2UgbSk/pQ16KhvzCzUNgvLgsJQYWNY6ka3fhdlbCyI+OYR1Lt1kUY3zpPQvBsLC6i31i8ex7LgsCJvuXOOx8RdC5nU9SVij2wqdKOa86rROneuMLbHBDY3eIbVTTtT0ZDDfS8f3uz6MlufeFpx3S1qXArGlfjn52IWat7c/QNjer2pOAK4uks6++eMTXBKvIlLJiiBg3d87Invupzer9hZsvwDmdpxNFqbhTZZmXy+cVapajwnIa+VfY2JuxYSM3AacWkbC+nVE5rbjcgLW/Qsc3xLwQy3rmvoi9YDsKrUeFmttL54lE9dDMBLg8OZFPYSPpZ8OpxPLTQ209vGMb3dMPI0XqRXfaJQChZXZ5CR/d7DpNLQ5/hO+sTOpuWlY8r9FKWteT9THhtdUtI43adz9L5lvpQIyqZSdKonq+XcZGGLsqXDeBj8pRmDHmiImkXo8UZQFxULMDMcAzPRcw6bYpgGlEt8BqOlMoJc7CogoyOdxvnimEPAWfwaJpKbMQyxNImqUSMo3yeGYKki40QUA+PXsXFoL05XPcAyTAxAi0UIZAMN3p11sN1UZu8WL4sZjc1CavWGSorsvsd+dAuWqp59rVRd+p7HQnnk/i1ioh1RnC71C8YeZPkHUjEvhz7Hd7CjbguyKlYtcdwL6ulbZ2UW25+yR2KX56fazQk/s4/k+m0KZSkty2Za0iwCjdVM+9/S3HJKuQbODcpIITLuU4amJRUaD6dPfkmEJa7/B2hsVgZlJPP5xpnueatCIohNS+KZC+lk+QdS7d4NZVyy/AN5u+uLpFVrZM/BpPOmouEeHc8dQm21MqbXm8SlbrDHihzZwpCM5GLna0bbOIV4O4nklI6j0FotDM5IVhjPLe8KeFtMLFpR/Pe4BsIVJOS/VqlNn2M/YlZr3eJvep3cTcqCMdTKvsZLPScSN+ADYtPcnReWNAsnvnkk+RotUTEzleswXTPcuq6hLU+0QWOzluh1Vtyd5s6Mte3Pp1It50Yp6T22c7pSTT7c9hV9j+9kSPQ0epzcU6rQsSw4jP4u6lXnGF6q8Ai76rR4KG+z4uwjrhlrnerJN3ctxOjIkvtn4i/NGIzAEvTYsOsQnyefNqg5gC8+CAxI1kgLN7DxMXrC0aDHfrHPF5hYj5kItLyAjg/RM4ii7ztAbeXdXi+S6pXHqoMvMXLVYj7rWY7svnGckXDvZBTt49fx8tBuvPfocSQwDxMvCR2Gp73wPmspk8S7LCiMQelbGJaWxIqgrkqK7EldX2Jdow7Kxuxw/hCrmnYp1n3OfuFOJMMPr2dhaA8OVWvkVr9g2mznJo1J30J8SCQLWvQskQAvCw5j9ZIJiu57z2MhSCGK7E9ZGWJAXg4XAqpxuUJgkQFOJW0mp2eIRahIWPFBiYFznc/sx6TW0v65b9FZzOgsZsLP/MLa+PGlqr0q52UjoBgHgj/u5p7fsg8BLvP0t9y7fPLMYKRQMSx1A9EuAU1OpvXivlXMaz2AFlnH+CGkB0ubhWNWazFptPgZDYSf3kudO1eKdU/d0KgdE3Yvok/sbCWgcWFID7wtxlLVePNa9adSXo7CHF1TVlc03Kf38Z0kLinai2binkXsqxmESaNVDNd6i4kG13/j+8QPePLSceU7n+/zLq0vZhT5DVahZmhayTmhnCrHoWlJbqeuigZ7sOi+WkGsKyaltROurtB2Jw0dL+xfTf+YmaW6uRaVLntfrSDCT+8t/TTbLMKNEboa/F0jrBteP0/kKfu91c7UHTqLudh2/1n8KYxBCBEOfIbd1jtfSjm9wO+fAB0cf/oAf5NS+jt+swJHHb9dlFL2/DP6BHZmIBFswYwOwVfo+Q4z6zFzHfgJK8l4A4JvMRFELlmO08FIdKzEh6Hks4Y8tuOjpMooiFZSzRihZVn4OA563yRr92TGrv8ajF4QNQhWr8B2qg9fLN7MrqFd2ffoaUaiZSNmegsteUN9GXo4hcj6s0pefI7NUmxVeroAACAASURBVFCi8zUZCm3MFU1PFHnMd0qX435KYE7bGMyoOF+pRomueK4qJbNaQ9ive4mJnsbQ1CTa/ZbK1sdbsaFRe0eksRmJpOvILwlwMJkNi//O+YBqDO//PgMytxZ5uolJ31IoNYbTXXV5UBg9T+xi8f+w957hUZTt//dntqYRQgBBqlRBTAcFlCokgYTQmwQCAaxgQ8FOEQuCihJsKJCE0HtCSOioFIXQe4l0qSGkbbJt/i92Z9ie5b71eTzu43e+0Sy7M9fOzlzXdZ7nt0T1olypke0kHSciV+iZ6qX3aHfxMGYRRh7IdDuxSHyCGmX32ORC3qHn6V2sbdXFrVY+WPoliV7gz/PqtGT2hi+oU3SLRgVXmdVhOGrRRKoHvaWx/T8g+uwe9jQIRWs2MORwLok2CK6lodHEJ32NCMzJ/Nzp2tzxDZTd46RzZD3W0asyXkzyXIYd2mjHYnZkhtuWnRzLYWqTERF45tzvbHj0adJWTKZGWSGpkfG8kjBR/r075+9na5M27GoYTsr6GXbfQRSESr0shhzJpc/wL1nTqotLLaz0yDjOBddzyeJ2HO+0rmPodu53/A06VKLZ46ZDUoB1tTAW+AZ6tbAsiuxJ7vxxdq/bZnySCvDF4DryvXPXL9BCEv0HKAf/9cIgCIISmAt0B64A+wRBWC+K4gnpPaIovm7z/vFAhM0hdKIohv+343AVZizIorFYCCC90LFXMMl8BgAD0IsyO/2kfETeo4JM0ch6fGlrbR7Pt0plzLOR03gRDS+iYTA6NiiMfNn5U7b4FJOdOws2fw7NM2HAYFixAk735mh6Lh+MiOWx2ke5i2XxEgR4uHUhX9/8+oFMSKRd0q6GoU47ktM1H6GfmzRfWlxuVAnmhn8w/U5stywieZl2fAN3JaVv13/OhuZP8Ubc66RFxpN4MJs16ROcyiZRV0/IJRmAOvdusqtBGMtCo2WSnlmEE7WasCK0O88eynEpRWEUlPy4ZjprH+uCUamSFWld7cCkh0kwmxEVCrnWHPLqMrcNQFtklDt5h+QBk7lXSa3YW3Le4vAe9En8giLfAPwqdLS89SdtrhyvdDd8KagWt/2ruRTsk02b+n9I44KrTscI0Ouc3OO8LeNVqNTolBo+7ZzsMhuyXbzcLR5LQ6NZEh5Lm0vHKPLxZ2z/D1wuMEpRpEKhYnWrrrzV8zV50dB76WVR6BvAykUTPWphrUt/Q36O3MnCLAmNYXT/ydS9d4OloTFM+iXVaQdfrayIIh9/Ns4fR5O711yOKVhX5HFhkYT6BFH0mDVnhMViUCiZkzlTfhYDy0usshj/Qj8GQRDaAVNEUYyx/v0OgCiKn7p5/25gsiiKm61/l4iiGPAg5/SW4FY2JZAQSjhOAF+i5z1rP8EoVkFLMTPRogP5dVfxiahFi6X0c4AAzIhoEdBiKVWJgBGRPpSxQzBzXQxgCGXUPjiaaJ8SRrTM4jYiaSaYsjyDsjMJKHxvszupF7trHWQXJn7CFw2gEKFwtZZ5D/VhXctO3PGvSnBZEX1O7GCEGy0WySNAFAS73aC3JBlb3f3zwfW5HFTbbhGxPa+j1nylXg1DpiOYzVSotQTpitGptWxcMN5uTI3eWoefocLJoc72OMkDJhN+9RR59R+j2e1LtLyRT06Lpz0S+JIGTWXDwvtktsZvrWfzTy+QEdHTKSsp1vq5JHbZxvQuySwNjWGDB4Jc47fWcWZW30p9KR6dsJrA8lJmZX/FxJ6vAdiV7twJG2Y/+hTPHsrlvR3z3R7f9jeyDVfkvsrukYtBtUlpN4jMlp2sTXodA49udit+93bMy6x7rIvTwiVFXp0WjBg0DUE0k7piisv3zGvdhy87JpJ4YINdRuSJ0Gk73l5Jszny9RC377ElCHpDBE0eMBmTQuHWMyRi/GLW2iw0jjGt6xi0Rj2Tfklz8mGQnrEypYZ1rTp79GJIGjSVH1dPp/2lo/L3SIuMx6BUojCbOfs3E9z+DrhqXeCyzd9XrK+5GlRDoBGwzeZlH0EQ9guCsFcQhD7uTiIIwnPW9+2/deuWVwPzwVLbMoMMN20sChQhco0Anpe0kDzET+h5FjWXEPEHgoUS/IVifChGA4RSwvcYWIM/saKKGggsx4+QiDSmt1yKlmLaU8qlWy043n8MNZttwKyrQXxaJnVuhvADPuRiZA0GDAIE9qtgok8667ImoDYZAJEFUb3onzjTJYRQ0uH5YsOXJA+YTJ/EmUSOz5AtC93BDqXPSiiQ8XuWczG4Dj+s+dilE5uj1nxqZHyltP2k/Zk8eusiVctLmJX9FeUuVCYD9DpGHPB8nCGHc/m9QQipyyczO+sLclo8zYt7VrjR4U8icfB0Ptg6z+5h9deX0j9xlkuf48yWHSuFCg8/mI2A6BFG6K3Ze3BZET+vmsa43pO461vFTm/JnR9zzdJCTAolTe9c8nh8W8inbbjqy3jSDpLGoTSZ6HVyJ8Fl9yjV+LIipBvxSbPtXN+kMCmUlZfSDmZjFhRWUqN9XAyqzXftBrJo6fsyDFniMAw8urlS6Gt6RE9iT7tWppVi2OEcVreyVLVd9YxsvToGDpuBWVBgUChJHjDZJcTZqFBYVE7dRNKBLBZFWLgzUjZrq4fW02oOpcDs0pdE4sLMWf+5vCjk1WlBelQ8LW6cR2sy/iNw1b9jYXA1KndpyBBgpSiKtrrXDawr2LPAbEEQmrj6oCiKP4qi2FoUxdY1a9b0amDlwCQ0spherKhiL/78iIF2VjE9jzBULFyGGgg0sMJa5UFb/84XRN62CuYtxodyIAEd7wkV5AsiJgHyL7Un5eedRK39nj39xhDcLJvbZTUYnbqBUzdbEIuSaFT8gB69IPJNa/BNMjLtz59Y7QZrLYWEZrjpX83O3vFBLAvBM7lKujmlxmPrcelkhPfwyr/4clBtmaTm2hpRYMiRXJefl+LZwzlozEY7Rut37QYSe2oXd2y4A72SZrMovIedGxlYHnZRULgUJZv4Sxp6ZeWyyJLlpifsvgV95Zkbkh7Rk67n/5AltP31Ovm6eLJdnfhLGhlL32dG51FuF3ppnAV+gU5iixqTwenau+MiSON4cc8KNj3anpqlhdb7sA9Zqa+ReDCbKd1ecFoctjVpUylef9jhHLQmgxNpETxzWpIOZLHMzVindR1DxPjF/NymD1uata10M1ToW4UZHZNY26qL3YbA1aKclfoqIw5YhBfzg+s4cUd+WPMxy8Oi3d4Tt/2CqFCqGTZkukcL2DK1r2xZ2mf4lzR/cw0xySnsqf84Kes+k5Fs07skM2rgFDrm59G84AojDmxAZXafof6n8XcsDFeA+jZ/1wNcF9wsC8MS2xdEUbxm/W8+sAP7/sN/FSIwAA0FiHRAQRo+JKDjbeuk7a2r221EWSpDCse/9womTmPmW/TOfg+CGZR6Ck72I3ZFOul9nqNF01xKyx6iS1oWJ2+1IBCB79CjQWCiooI44R69Wv5GQ+GGRyZwenhPinz8mdLtBTvCV2XsYbCgnFwhIezJVSnoVWq5diw9NN4wjaVJqkZZIYMPb6Je4Q2nidPVThbsd25dxv5AhVItP/DSOH1NerY1eYICv0D89ToGHt3ChtTX7BYFsEw4ww66FwyUmtmeQlpEPS2euc3asrgyh6/QGHmHN+xwDiZBQf3C6ywNjfaK7DfIwWHM1Tg1JiP9EmfJTN8Cv0BC/zrjdO3dbQZS2g0i+vRuvms30OUiNemXNBYte5+Pnhlrd095K4FR5BMgu77ZhieSpzRWW5XhLU3a0Hv4l6hNRtamv8HZmX1YY+Oc524zFKQrZlfDMO76VsEoKJjWdQyR4zNIHjAZEYFyK/zT1gnxk5wUdjcMw6xQ2LGl6xbdkm16p3e2n/glMuFHm79lw4JXKNL60ytptuV3GTWHS0G1aHPpKOMSJiEKAgMTZ1Kk9cMsCKxcNJHc+eOI+us0r/SaKC9GN/yDEUSRpANZbGvyBEMP5/wjns9/x8KwD2gmCEIjQRA0WCb/9Y5vEgThUaAasMfmtWqCIGit/18DeAo44fjZ/zQELLae6zHwqRWRZDtpS9pJnmIMGrZitJPKcJTOkKIxCplQZxcN9sCoTuB/g3P53Zi2ZBWlCSOhSS6G0lp0T83k2O1msrKrUazCWnw5qjJREae1O5QtLC+vTgtWhzxDwokdJB7cQI2yQnkytZUFliZmR8vCjIieTgxm23R39B9raH7rIiMOZMmIFmmS8LZsEqDX0Xf4Fzxy9yqXq9ZiUURPu4nT1aTsaue2af7Ldg+87Ti3z3seldnkVgJiTauuHh20Ek7srLRMIS2irhbP/sNmcsdakvtw648es673t81je+M2wH1rxnPVLVLoa1p1rbSkNdRNqch2nGqTQZauGLk/kyp6HQ0K/3KZHUjf50pgTWKTU2gxYTWZLTtiUiorXaSGHMq1u6ceRALDlk0vhTfNcIB9dR+j9/AvGdd7Ej+vmuYkv+5pM7QovAd6hYp2l47gX6GTy4tSlr02/Q2nhWV74yg+iHmJZw/lsCZ9glMGD9Dz1G/8Ub+VvCDHJKdwwz+YrNRXGXx0C03uXuPznDmy1LpCFNnS5Eka3LtJ9sJX5EUtuKxILrVJ9/iqjLdIyssEATa07IBZUPBpp1Hc8QuUwQF/d/zXC4MoikZgHJALnASWi6J4XBCEaYIg2EJPhwJLRftud0tgvyAIh4HtwGe2aKa/I/RAH9SEonTqJ6RYEUuetJNeREMPVIyiHECWzphEBePQcF0MwChW4boYQHVPDOnaRyzie1Uv8vuVJ7m8KNfiK914MyWltYlL3cDO2xEUI1KIyBDK2I4JY2M1dLRfvIYcyWV5SDdG9/+QLzZ8yY4mbWh657LL2rTSbCImOYX0iJ4sf7wbuxuEMKNjEskDJlOhVHPbL8jlcKU6Zr9j21zuZL2ZTJeGWkg/81Z9xIzOo7jnG8DTFw4wcuBUedcXf/IXu+NUVk5x9cDbsnBdpeuFvp4lDdyVKWyvhe0i6qpWXL2sCASB/se2uZWsWJM+gX7Ht9uxe6uWlyCIInqFqtJxgntZcNtxxp7ZLU/AUs9hR5M2vL9tnstFKz2iJ782iuTbtZ9yfmZv9Eo125q0qbzvcijbTuoDRKd7wjbza/zWOuKTvrbAnhVK9Eq13W/pabNxMag2r8W/Scc/D3A1qBZlGi3DK+lNudoMLYqMY/S+texsFIlRqaLIJ4Dlod1JjYyXIdC299nuBiHy/ehuAXo9fgIbWnZgTuZM8lISiT6zh+EHNjAna5bLjUrUtVMMPZzD0xcOYlIo6J84k+ZvrqF/4kwMShWfbfxGvi7uylttLx/Fx2RgXps+/4jn8/+07HbZlEBEoBtl7MIPDcWYHLKuWFFFGj78hMHO1U2CoUrNay0W4tsiDBzDxAxrBvIzepn7kEcAUZR4lPVuUFgfdfoWzt9pDg8dgeT2CMvWIf75DA8H/MX6kXE0r34OH+AuIlsx0kdU45dWChcstUQLsmUN2+c9R8PC6zR6ax3Vyks8oitG9/+QmDN7WN+qEx3+PMB72+ezulUXfnyyP8PzsuyYtBIrtd6961wOqo2IwCYHie5lId2Y0u0FjwgUWybqJ51HkRYRh16lQWUyoDKb0JoMVuMVg3wcb6SnXSFvpndJJj+oDr81jiSwvNQenmvlH3hCtEjfxxGyK8k7mFGwZOm7Hr+rCKyt5Dy2SLDpXZJZFN6DCpWWoPJiylVachaM80oKfdT+TGfYY3gMeoWKuNO/kdP8KUo0vgTr7lGs9cOoUHNmVh+uVn3ICRlTp+gmLW/+yYzcFMCCVirwrVqprLYkH/7c76tZHB5L6F9n2F+vlfxb2kJBHV3IloTFWmxXD+XIv6UtgscxxvZ9l70Nwhh+cAODj2yiX+JMryS9+w+byaqMt2TodYFPAL5GA8MPbnBS8pUkTSQJkBkdk9jVMIynLx6qFLGWGhlP1YpSEk7slPkulY0tNjmFUfvX8/SFg2xq2pb1rTrLroP1Cm/S/PYF9jYM8/hcS/LkZ77896GS/rUhglzzd9dPyBGMtLU2ovfgTzlVOEIA7VESTykBFBNCCX9gIhUDc9Ezw9qrsGswCyIL0DOmktLU+Ko3GTGqK9TdC93eBp9SGg5NoOMjO/mr5GE6pmaSc+cRjEBNBOJQYxSgYqCvfAxLHVnP0tAYLgbVdolRtw3LDiWXAIOORUvfZ3+9VgD0O74dtcHA3gYhxI5KkVPgxWGxqEwGup/7g9z545z6CReDajOj8yje+HWRR2TQJGu/A2DYoY34G8o5M6sPm+e/zLBDGzEqVPy8ahrfrvtUPo5jQ9BVOCJvJNevvPqtUJuMrMp4yw5Z5Y0o2YVqdYk/9Qt7G4QQk5zCoxPW0GPUHBaHWQzsfUwVJA6e7lZB9YsNX9L3+HavReMkk6N+x7ZRrbyYt3csoMWtPz06gYFFPE0UYXfDEPolzqLFhNX0S5zF3vqPo1eoUJtN1CgtJCv1Vc7OsgAQkvKy0NjYtDpmO3MyZ7KhZQc5Y0o4sRN/fZlXZSGN0cD56nURRJGQG+eZssWiNPtO95d4PW6C2x7Fz6umYVSqaH77AutaduJiUG1KNL4sjEpw2WD+7ZFIFq6YLB/r7gNoi0kZ24t7luNrsmxCvFHyHXIklzM1G3iFWKtaXiqXl+76uvfJth2bXqmmzZXjjOv9Nn7GCjvXwS75+9je9AnaXTxciZnWRoR/wPX5f3phsBXRy8DAWDeTdr4gMkGoYDUGShHRIfIkSpbix0wsNf5EdCSj5iO0Tr0KKVLQM8aL0lSq/zUY3R6aWxAcz6lN9O4/jJYNf0FXXJexqdm0KKiFhmIiKeEH9Bh9FRiSfaGaQHpET0QRGZFjUKq9YoWua9nJLsVeGhrDwONbWZ8+gZNfDWDloomICChFkYUrp7rtJ0ilpbH717osmxiUavoe28aZmo/In5HQIPcbegtYuGIyr8dPoHHBVdakT+COX6DXD9VdK/Lmk04jSRwyHYNCyZQt37tU9PRGCXRhVC9WPt6NUw81ouWNP6lSUUpSXiYbF77C2Vl9yUx9HZ1KQ4WbElGX/DyvSlJLwmIoU2lIHDydd3bM55PN38mltrd+SWNFaHePn0+LiqfxnStU1ZVQpvGRp4TGBZdRm03MXzmVSQ4T8Xs7FtD97O9uEVMNC6/zwdZ5loWvUxLdzv0OLq6jYywJjaHXyZ38Ue9xGfE12OoBcbx2UwYe3VwpdPWD7i9y278q/RJnsfHRp2hz+SiJQ6bzSeeRds3wxIPZdsfytsdVvfSevEGY37o3I/KyvC4/ST0gb+9HaYEJ0rlC3zmPLUhX7LZs+t6OBSxa+j67GoZ7RKENP5iN8C9tPv9rQ4KpgmXSHu1h0n5N1DAcDd9h4ElKZf6BDtiLP81Rkkg5fVC75T5I3tKZ+LqU9c7Bj18xWkpNCsu42opKWvzZlbe/z2Py019SpcGvFBXX43LqNkx3G5MviEwUKugmlFFaX0XZ+AD8W5vw15ehMJvZP3c4ei9Nd6Ta9JAjuaxu1YUlYRbtpYtBtZneOZmkQVOt6f1Gp36C7Y57Tasu3PIPkhFD6x7rRMLJnWyb97z8ED6/b7Xdrt5RLRPui5a90utN9tZ/nC3N2spKlp7iWmBN1CYj/YfNxKRUMSvrK3yNen5q3Ye+x7c7Tc62PYhPO4202/FLyJEpW7637tZepvXVk1So1GRE9JBrzwBV9DpGHsiy223bcj1sz/OJ43k6JzNsyHTMgoCfUW+3cEoT0ppWXahZUkCiC2jjZ9bMZMrm73n60hEO1m3J+F1LLE1JIPOxTgw64n4ifvPXdJZ4WLSa3rmCGYGFkb14vu97lt17a+fduxR5dVqwJDyWv6rUcFoAGhZe51rVmpVCVxMPbUQlmvE16Ik5vZvO5/dz7OHmfJIzh+2NWlszN0sz3NGr+0G9rvPqtOCuX1WPIAS437+7GFTbKlrp7C/tGI73dt/j29xK4kuxJDSGuvduVNrgH3o41yMK7Z9qPv9Pi+jZej7nCyIjxHLW48tPon0/YRIahqGhmwdpjEx8WY/BbrFxFTmCkafEUg4TQKJVpfW2tVegANLRM1vUMhQ11REoB3ofHYShtBaJy5Zg7DsMRAEuPw0Lt1sMgYL/ZK9g4idRz7OCihd8V1NdcY9PWyXSpOCqW+0g27C9eaXdu4+hgujR3xKg1/FIwVXUJiNGhdIpdbZVLi3y8Uen1lLTqmfvTi/HsUmaHtHTpTPa8IPZpEXEyf2KDS2erlRwbGloDMMObbTrMRyt3ZSFrRP4dv0Mup23SEMMOLaFruf3salZW1aGdEOn0rA4PJaM8B6UaXzRmPR2MtRgL3g3uv+HVCjVxCV9jVI00/TOJZaGRrusgUtxoVpdFKKJQt8qbhVH4X79W/oOj9y9ysKoXiQezKZL/j42N32SfomzuOtr0Z/qaEUPSZ+XBPnKVRq0Jj2CiNPk6cigrlJRRuLgj+h18hde3rvCSZah44U8fq8fgk6tRWsyorNmNsMO2avvLgmNYWl4DHqlkn31W/Hi7yuZ1nWMHVP7jrfQVa0/o/etZVF4T0Sg04UDTHvmOUo0PijNImqTkQqVhrikr+lxZpfsb+6t1/UHW3+kR9Js/gyuiwh0GfuDR9vYOkW3KNX40nf4F7S9eIRGBVdZHBbLOzsXur22d3yrEqDXMa3rGJIOZJF0IIvew790KYkvjW15WDQiMDhzptO/24atP7irkBSX/+74n14YzMDzaJhktfLMEYy0FUt5GQ278KcmAncQuerAP2gsCoxDI8tv30bkHGbCUMq9CrcS3IARKEKkPiV2jWwt8CN+fIuedpTKTetR8S9RXxBZeGAUrFoGvcYCAlx+ClK3w8hOUO0i36FnNBrMAgzRbuXp3XnEdfiKh4rvPJBlpbQTKldrCSwvxSwIvL1zIYmDpyMiuHygo64c59nBH6M2G8lwYVHoKNMMyAuRJHmds2Cc03HrFN0CAYZbU/waZYX/kbn90CO5/NC2P3Xv3aRh4XW6ndvLtsatyQjvSeLBbDYsfNVuEUuLjKNTfh5zsma5vF7Sbu2OXyAq0SL3LI3N0V9AmiTWtOpKoW8AGqMBP325W8VR6XtLC6fUs7Ft5Le/dJTJ1slAam47js9WkK/L2B/k303KhH57JJLEg9kOYnI9yYjoQU7z9pRq/SzuaVdPIAoCze5c4f3t86l77ybvxI4juKyIZw/nOOkD9T65k3Vpb/BKr7c4XLsZ43q/7aQ1FJ8022sZ+cRDG1kYlYBKNCGIoFeo8TEaSTy4wU5pdlF4DxJGfCV7hbvTH7KV9J4U+ypak4FReZlOqrXubGODy4r4Yc3HJA6Zjmg2cyGyrt0k705fyfaYs7K/YtiQ6YzMcxaxXBjViylbvued2PH/FQoNLJmH6R8oJf1Po5J0UwIxg1MmIEWG6MNVRJJQ085q0iOhlBwRR2PQMB4NmzFyErNHfaWZopbn0OAH3EYkCwO+QB8XWYkUBnMVNFveR9w9ETBDzOtwfAhcaQdBf8LIzqiqXkJHFTpY1V5VIqw7+hQfNhyNj9ngpFUvhRNCqNNICn2r8EnuXFkwbHlYNEaFAoVZdCsydrxmI+75VuFKUC0nBVRHPSWN0cAdv0CqlxVZTFsUCk5+NdBpbJIZfK4N6smduX16eE9Whzzj0tzeoFDy+GvLZfRUxPgMRAQn0Tfba+IoqOZqbPFJsxl+MFvOYLY3juKV+Ddpcvcqf1ari06tQSFChVJNtfJiEo7vIPrcXnY2imJZaDRfbfjCaazSsSV0kqOejiuV2XKlBl+TXtb4SY2MZ22rLtz1rUL1sntUKC0s3AqVhtfi38QsKDwq5tou4K70grzR2gp7ZQl6pdolMs0TwkiKGR2T+LlNb7IXjCd+5Nd8kfUV78aOQ0D0eC/b/m6S/tDykG6UaP0ILivimXO/U6z1Y2uTJ1AgOm1kXF0HV3pgH3cexdKwGEo0vvgYDQw7lE3X8/sY1/ttj0ghyb/5uX7vM/jIZidtpHtaP2qU3mNlaDev9Mz6DP+Cg3OGub0WZWotZ/6FWkn/2jBj6TOsx5dPrTX/5qLAT6KWu2IVhqDmZTTUsPIPGouCzI52RBy9K1TQnTI6oORF1GSIPnYchi+tx28rKhmFmghKUAvFPCyUMFao4CbwjStWtDXuCCKPdHsbnnkHUEDu19B8vQW9VNgIFm6nzr0G3EZkr2BiLnoMAiSE7KK94hhfZX3h0XdYUkjNq9OClaHdeXnvCrnR9fYvqcxb9RFmQUHdezdk7RdbTkGbK8f5o0EI7S4dcWuJCPf7Fwta92Jdy85cCayJQjS7NRNZEhpDhYNypjsSWVpUvNzodYxrgTVRmU0yqqdU48OzlfjselO/LdH62ZXWjtRuilGppnbRbQCS8rLInf8yZ2dZCEp+xgrG9X6bxgVX6HDhIC/2eZfGb613ssuUMriLQbVZEdKdIUc2udVJ8jHqyW7xNCsef8buPRIpa9Wit3j2UA7P9Xuf8b0m0vHPA5XqWElNVndsa2/IZjq1hhEHXDdzvW3E+1fo+OHJ/gw/sIG8ei1pXHCFZw95/t0GHb3fIG5YeJ2ep36z2H2KIp9nz2ZLs7Y0KLxB75M7Sd7vnYeDNCZbPbDEQxsREeh/bCtqk4HUyHiS+0+m/9GtlR5zRqckep76zQkB9sG2nxi/ZznLw6Jpd/GIVxaeFUq1E6v6MyvoIvSvM/+I7Pb/dMZQNiWQEkQGU0Yv1IxGjQqBb9HzvQv+wTg0laqtLhV96WHVNfreIaN4ycp7GIiOHAffBlupb8cy1WIMVAVuAO8KFbDvBcj9Eob2grr7IG0zXHuC4Gr5vJQUzfSg8zQWBY4SgAIwieC/XsfFCzVIi4xnRUg3irV+smXlc3+sRm02kREWS3pkPC/8voJXdy9zToM6HAAAIABJREFU+m6fdUxiYWQcKiB1+YdsaPE0PkY9g49sqlSFUtp51Sm6RfM31zBv1Uc81+99gspLmLRjATM7JrF/7nCnzyUOno4oCHYZg6uQVGTzUhKdXk+NjGdFSHdKtL5ojXq6n/2dzc2etKvpuzumtGt39+8xyXM59tVAVKKZ3Q1CGN1/smyr6u56zGvdhy87JHo03fmu3UBZZuSuTxW2/PQCAxNnerzGQ4d8jJ+hwmMWNHLgVNRmo1c4+v7DZoKAy12rNxlDizdWerzG2xtH8XrcBAYc2+LSIbDtxSM8XHKH5SHdyUp9lf6JMzELCq/GHp80G7XZJHuAKMwmQERjMsnXx1uF4X6Jsxh0ZLMsMS9tPCQlXD9DOeHXTnPyoUaUaPycOD2ujhmTPBc/Qzl9jm932cvY3jiK1+LfxCQoPCoUS9nH1qZP2mUevU7uZEHrBHz0FZgViv/LGB4kfIAsqwvbXPTosZSVJrrhHzzrAXEElt7DMyiJcXGMd4UKYimjApEzOGcFNRBoiZK9+KMD2jsgnxJQ85KEmmrzPbzSBJpsBZ8iGB6Nf519FNxtzOLUTZy99yi/448CSz9DIUB5gi8NH7nDiANZqMwmUtbOYNDRLWxr8gQxo7+9j+DZ8BXznujH7gYhNgJkGTSfsIqFrROosEIgkwZOZVloNIOPbPJKw6ffsa083+cd9tV7jOCyIprduYy/XmfZ1dZoQL17N1yjbLZ8j1kQKt05ZYTFUq5U20koSLtnrVFvwe3PtGDAaxfffiCYobtYapWXkFApn3UaxYgDWeTVa+n2esgKocved4KNSlj5LzskMmrfWj7tnMy8VR9RXXeP79sOqPQat7x1gcFHNlUKAb3r4z3k111m4A3qp7Jr3CU/j5U2vtO2EN+Pcr9lb8NQIq+cpERr0csq8A20U5r1NPZSja8N7v9lkg5kIQoKBtlcnwexjbWFHUsh9RtSl0/m8MOP8sLelYiCQL/EmXaSM64Ujw1KlUfdpi75eXy39hNMCgWJg6czMXY8L/aeRMirS3n0jVU0mrieYUM+5vHrZ6lbdMsp8xh5IIvAijIUgOH/UEkPFuVAANAfDXURPPIP9uJPsCdJCyw7/R/dHAMsQno/igZeRsME7LOOu4gsxEc2C5LCFvmUjR9b8OMbUc9PVa5zSbSI+HW+0oG7wRfYalaQfz2KtqmZbE+K43TgFXqgsrCzBShL0JJ3+nGGHM4l7swu4s7scolmOPxwM8b2fR8B6PRnHiICo/ets9vdLg2NZkHrBM4F1/PagGZZaDRj+33AUxcPkR7Rk0FHt3DbL4gVId3RK5TEJKdgUKqdDIM+6zyKxWGxHhvOK0O78/nGb3il10R+WDOdh0oKeD1ughsbzQWsDOnuVfMzsLzE5b9JZYWYM7tllNSZmg2Yk/k5/RNnur0e3iyiww5lk9J+sCw3nnBiJytCupGV+pqnS8zloNp8UwmKZeiRXBa27uU9Sk3A5Xu9Qf1ojYZKz6M2m9AaDazKeMsuY3gv5mXaXzzMBzEvUdWqLhuss+gEeWv1agcT/iWNpWGxDLOBo3prG1u99J7L50Qq90VdO0WHPw/wVYdEkvIy7XwiXDWxpWvrCpRhO5adjaJ49nAuzW9dYHL3F1CbTC4a7j2JSU5BYzIw4OhWOftYGhpD7OldrH+s8z+CSvqfzhgUQCwaDmP0in8gwVvdRWUZBdz3b3A6B2Z+rmRRmYees5jsWNjbDDVYsXYea44NpMj/FtQ6yJ2CZjyRlkmL4jokobuv8SoIxD76Oy/WdNIwtIthVhlrATO7Gobz86ppTrvbSVaZ5wlxb1DgJfSwTONL2vIP2dUwnLSIOOa3TmDYkI+pXnoXBZYdpp++nC75++wMgPoe385TFw+RNGiqE/7ftkcSd2YXQw9v5Pm+79Fz1DceCVTeYMnTI3qiU2ntyFSO5xy/Z7msmCrtkD3tRD0phEox/GA2CpBx/kkHsijR+lV6jb3dTXuTgaVH9KR+4XW6WN3wHMNWedXdb1Kv8AYZlVzjxWGxNCq4Qr/EWTw6wcKs/7lNbwRR5OGSOxb9qGPbWBYaTZfz+6hf+Ffl2WN4D5fQZ0eHPW+yniVhMS6PZdtvuBhUm90Nw0hf9oFX6sWO/s3udJvSIuN5/PpZPukyGh+jnoUrJrsgJ84nY+n7KMwiFUq1paTbug/LwqJ57o/VVKjUiP8A8/l/OmMAS8YQiapS74UcwchyUc8LaJiI6x5DjUoyCrjv3/ClqLXrI2iBSVYhPnfxA3pG4s8EoYyqIhQAEzXF8Gw8LMqB87FQ/zeoeYTyW6F0Td3AxyNj+TbgL7qhZAsmXhA0qFuZQOMLS3QuzyNJH4f8dYYnL3u2lBx0ZBNLwnt4vQOVaPr3fAJk1NPisFiWhUbz08ppNC24wqLwnsSOSuHpCwcYlZdJkdaPzU3bAqJL/L/tTmvYoRxWt3oGrckgT6zuHM9ymrXziCVf/fgzzF81lSWhMcQkp1Ch0lCloozY07tYnjGRmwHBvBo/gXKVlgGJn6M1Gngndpzsn+DqenhbvrA1LWpYeF3eNXu6xp7Oa/s7+FeUszQsxuNuf0VId6LP7mFLkyfRabQu39slP4+Pcr9lUo/xrArpRqFvFbvf5GpgTUb3n0yMh2u8LDRaRhBN75JMkdafz3Pm2L1Pyk7Cr57iXPUGXKxWx+PYF4fHsmHhq07/5pgheJP1pEb2ou+xbVwMqu3W0nZa1zE8ezhHVi925UsuTfw9T/3m0r9Z4iOMOJDF4rBYVoR2p8v5fSyI6k3jgiu0u3S0UqCEXqVm3qqPSBw8nSlbvrdmY3pM/0Zrz/8/wtvmc+mUqoBIN8pYiy/trZBUd9FZVJCJP93dQEpviQE8WckxGosCRwjga/R2cNcX0DASNSMod2pMS6ESQUcV1EIxd8Uq9oJ8N1tC+mYorgu1DoFZBbcep3mN09RI6symgFIChGLaiko2W6GsPsf1sMp5kbNt3nnT6ItLms0IG8imq3C0/YxJnkuAvkx+cG77Bdml01Kj1CKBfJgD9R6jROPnlXBb8zfXAHB2Zh9+bRThUqhtWWi0hcim1jJm3zo72Ov3bfqR9VhHFKJIkdYfrclg8YgGWt66wKVqD1uIZUYDiQftLSYXh8WyODyWYQc38vYvqU7j87bhGZOcYte49Qbe2SdxFk9cPsa7DmQr25jeJVn28XYJ+Y3oydKwGFrcyCf0xnnrJFcVjUlPi5t/MvGXNNpcOeE0QbpCgknN2SoVZQw8utmJBJcR0ROjoKDjhQP8UT+EQt8AqumKXTZktzeO4sU+7zB18/d81HUsAjDsYLaToOHy0GgQRY58M9RpPK4EGN1Bn6XvNmnHAvLqtmTjo0/JPuRqk4GYM7sZbyXTtR6Xzls7U2Uva8f7bGlYDJN2LODjrmNQmM2YBcFpfNJ9G6QrxqBQ8uOaj6lbdIuY5BT8DBVegwUk8cXLVWtR/94NloV0R6/ScPpvbj7/T2cMtiJ6G0QD6fjSRFTYoYFS0MuTbzRqNmF0yY5+Dg0+1gneXUYB8CIa1mKwQzblIzKRClaLlmO3FV0vLpIpUFtRSSAOGc5DJy2y3Wmb4UY4VD8N1U9w5vZj3EvbStGIXhQEWPyofYByAcpaafC7J8IW+/KXBEd1VZpw3H1X0xVRodKQFhnnNelMar6tWvSWXQ1W2lV9sO0noq6dIvFgNlcCa7KjSWsSD25kRWg3r2vCZoWCP+q3kuG07gh3iUOmkxbZkwWtE6iw8isUiCQeyCbxULaT4mfNsrtcqFYHjcnghM9vWHidd3YuJPSvs7wZ9zrdz/3udD0kOXJPE/zS0BhEsGN4S7tbR/Kc7TU+/lBjTj/0iMcd+oqQ7gDUK7pFyrrPXDKoX9qznDnth/LE1ZN2BK3FYbGM7j/Zcp1MBhJO7PQ4Ye2r9xh+eh0VKg0/t+ljUaEVBPwryul3Yjvvb5vHp12SaVB4nXd3LPBYl++Sn4deqaH/sW20vXyMlHaDyIjoYQFEqNQywm51+gRiRn/rcjwS49j2PpWgz2mR8fQZ/gWFvlVkH/U16RPID67LlmZtGX4wW57w/6jfipkdR1hMqpQa1CYD07uO4bONc4g7c9861LGHUKzxZeihXHxNzuVmqS+Sl5LIjI5JbG36JG/vWECFSvPAkjbDD2YTk5yCGQGtUf8P5Av/4wuDApEf0BMrqkhAzQIMDEcn7+JHo2Ev/owQyylEZCxqnqKUOgh8jA+vEIAWi6eDAqhA5EU0rBaNLjMKi4GPhihcNzQtshaum9MAY9GQj5n1+HLXFcO62gVI7gDpm6CgKbUGDqTa1hmcutmKZ9Iy6ZsUw1L/q/ezFEHDS+21+N82wyFLliLR8Us1vk6lCXeMzkXhPUmNiidxyHSGHcx2CT2U0m5w33xLWfcZr/SaKDf6pPRasvesUKm9ksPofXInIjCz44hKG72JBzbIZa0/6rfi+b7vOxG/pJ5KN+s42146Qr17N90eN+7MLjJbdiBp0FSGHdzIszaS5SUaX5aEx3qc4JeFRaM1Guwa7rY1fVe728XhsWjMRl77bbHL9ywJiyE10sKobXv5GGmR8bzSayJ3/KtSvfQeo/IyZXx+3+FfuF30os/uZfSAD9EpNVS3afA6xvbGUbzSayLPHs5xKV/d/NYFZnQe5URU89SQtZV2mbnxG2Zu/MbpvBeDajtpbtke+8nLR0kc/BHDD2yQpeQBBNGMiMD8lVPlxciWp+OK1Tw76wu7RfODmJfwM5Y7ZU+Ss96iiB7ktHjKiZUPFlRdhVLF9sZRdmUlrdGAn6H8gSVt9Eo1wWX3uOtXFfP/MZ8t4W0pyTwlkBaUsAt/EhzQQFK0FZVsxA8lYEAk0CabmGvNJmaKWsahoQQRMyL+KPgOPd/ZZBQSM/oVdCxwUyoCS6lpF/48LNgvHlIJaBl6PkHPODQYgYmuOBVl1eDm43zS8A+MpTVZmrqJE7da8vBDR9k8IoEW/nfk77ALE6miL8WrtaQGx8np88yOSdS7d50nLx/nnZ0LuRhUu1KuQuKgj6haXkKZ1pdSja9cbx7hUBb4pPNITAqVHdJjRsckylVq0qJ6cX5mb+C+nr+IIHsFeMuXAJzKMa7CkWFcmdfD9C7JpIf3ZJMXvgjdk+eCIKAQzeiVFs0ik6BAYzSAIDDkcI7bRfTXRyK4ERDMnoZhdpP8vnqPMbPDCE7VakSFUk2w9RoXaf2oUVoos6MdPRV6n9yJzoYd7fjdpfCmZDW9SzLZzdtT7FPFbhG9L/3RBZ1a65FRnDRoKr2P7+Djzd+5PY+jr8b4Xm9Ru/i2R2kXqVTmKGVyMag2szoMZ3OztpRbMwwBKLPep3WKbhJy/ZzdeBzvB2+eAVfoIumzMckpfLf2U6eFQ/rcR7nf8kHMSyzPmEjM6G8tPhZhMTS6e432l448UKm2X+IsSjU++Bgs0jan/o2lJEEQYoGvASXwkyiKnzn8+0hgJnDV+lKKKIo/Wf8tCXjf+vp0URSdC7f/YZQDk9C4hamCFQ0k6qkGjHVDbPvOOlELQCpGsjGQgJo9+MtCeBsx4guk4X5RAEtzuiYCjUXBzhRoJGo7YlyKqOcwAa6zE7+7tG24mzH4Msj/GhOe+oLJ2z/gys0QItPXYhzxDI/4FTAaDd/hQ45gJKYftDx7mTXpE1gaGkO7i4fZ1rQ156o3YHloNKUaLUmVSBL3Pb6dta26oDEbWJ4xyb1AWIil4WgbQ47k0i9xFoG6EpsGnqW2rRBFecfkbte8JDSG1KhefLvuU/mh1Cu94yrc8a/KtK5jZAMVTzH8YDaLIuK8Oq5RqSLfusg5xsWg2rwS/yaLw3ugU2upXnrPrpHeuOAqfYd/wUe533KgXktikudiUKrkSX72hi/sJh+pdwH3HeQcIZaOwnwZ4bFOiBtvoceLIiyidqMHfMjQQ7k8cvcqMzqPYvDhXLqd+52apYWebT8P51Kk9fd4niFHcolJnsuaVl1ocPca56rXRymKxJ7ZU2mpbEbHJPn+WN2qC9O7jmXI4Rxy57/slL3M3Dhbvt79jm+Xj+14Lea0G0TDu9d4vt97LiVfbNFFjtdekuj+o97jNC646nIz0CU/j2O1m/LjE/0ILC9hWVg0OrWW88F1uRDsueFuW6pdEhpDwokdLGydgNpo+Ee0kv7rhUEQBCUwF+gOXAH2CYKw3oVF5zJRFMc5fDYYmAy0xtISyLN+9u5/Oy6sB+zvobQjxffoOUIAo0QNdxHJx8wjKKhuzR6yMWAG4m2yjh1U8Ia1HNRWVLov/zhEAwSKQV5UKrCUqUIp4axN3yFfENksGtmIH9+Jert+xxg0jLE2sp/+qzUvZaZgUJigyiX0N8IgfTP5I7rxnl+BrAwrCvBMs33c+iuIRWE90ak0qEQTI6zubf0SZ1Yqk/z8vtWsebwL5SoNIwdOddkcXBHSndkOloYXg2qzIKoXJRpf9Co1K0K60eHPg/gYytnR9Anu+lYhPulrBh7dTNKBLLkmbItOql94nfhTv9jtxrxVlQ0uK3ogA5UKldrlce37L5ZFTVLUdHxvw8LrfJM1i35WT2FHQT1pEZQao36GctbMd1/P9xbtJNWh8+q0ID0i3km40FvosUGpRm0yUKrSsr1xJBer9ZLLT7aLlLsYfjDbWias7Dwq1syfwOKwWC5Uq8uovHVuy2nLwqKZnTWLxgVX5fvjjl8gPiYDi7wQdnTcdNhe0+2No9jQoiMj89bblZAc+yHu1E4lYcoL1SyLc4FfID5GPfEnf7HLMIYcySU+aTYGhQq9SoMowHdrP+XVXm9ZnqlDGxlqU5p0LNXm1WlBalQvxu9eQpCumHK1ln+i6vN38BieAM6JopgviqIeWAq43kY5RwywWRTFAutisBnwDIx+kNBUcW7iuohLVjhpbyzwzu2YaGfDTL6Npc8Q5KbNs1cw8RMG8jEzuhIHtzFomI+eWkIJKqGYZyjDCNR1OHZjUaAAMxosWc8RAiiiCnvxRwu0pZRCRCbUOsNjj6/EbPCHsloQcA2uR1ia1GXVrPwIA2pgsaCnRsd7dL+9Fx+Tnoyl7/Ou1cfWW0esCpUGtdGAURDIiOhBTPJcmr+5hrikrynS+rM+7XW7yVtiJ/saKtg0/2XOzuxDVupr1C26yebm7Zm0Y4H1tVfRWlmi+cF17ZieP6z5mIvBdRi3Z7ndeKKunKjU8WxpaAx9Tux4IAOVgIoyJ/y7s46RhWXtjtkqXa9C3yoknNjh0iTHVhOqQql2a6QD3hvTBOmKZZ5BuZURK/EPPuk0Eo0Nk9vTcaqVFZF4MNuSzQU+ZGeU86CLVGXnkfobP6+aRmpUAinrPuOOXyAxyXNdGiJJGdP+ucMZcGwriV56P9te715Js1GbjFyt+pDca/DEVpd4Cu6+15LQGFrcvMCvjSKZuXE22+c9j8psYkuztuQH17W7LiVaP+avmsqZWX2opiumacEVNqS+SuyZXWSEx8rPVHzSbO74BbI8YyKNC67Kv+sbvy7iu7aD6Hbud4YdzEb1L10Y6gKXbf6+Yn3NMfoLgnBEEISVgiDUf8DPIgjCc4Ig7BcEYf+tW7e8GpjKpK+UtAaWXfxdRBZYmclvO8hdTBQq6EEZafjQWHR9rJ/Q8wgKxlbi4PYKGkaglkX39gomvkXPx/jI74sVVezFnxtACCVoKCaUEmZbyXXHMPE8Grbgh0ZhorB3EjzxDZi0UFoL/K/D9UgLvFUXxE/oMQGD0KAWRF6rtcLJSN1x4nE0cW89Lp13Y16mqq6EhSunIioUZKW+Ru78l9EY9Aw7tJHPc+Y4ZQpSc8+Vq9jCFZOZ0XmUvDufJJmrx03gXHBdLgbV5uPOoxg5cKpdc1s69t4GoZU6ni0Ji5Gbrk9cPlrpQpJuLaGkRcSxoflTTt/D0WnLFcFJCmniiz6712I96macN/2rYVAoSY90/552F494NXa9UoVepSZl3WcE6HWyFEVMcgp7G4TQ9dwfXpHfoq6esLqDAYJg5/UggRY8xbXAmvjrXfNopLCVgof7k/jWpk9SvayICpWa07P6Ohki2ca2Jm0qzXRtrWDvi+6ZSThpIcB5w1aXFhdXhlMSoOPrrFmkLp/Mi33eoffwLyi3Sn/Y3huWxbuE9peOohLNsu2s1HA/+vUQTn3Znx0/Psego1vY2vRJokd/JxMDReCvwBr0OP0bgigy/GA2/Esd3FyNynEJywQeEUUxFNgCSH0Ebz5reVEUfxRFsbUoiq1r1qzp1cBEkx4ReMGLXXw+5kp7ET9hQRS5ikuIBCMwgnI7NVfJwW2m1cHtVXRWhzjIw5/bYgAT0BCOkgzRh86iwqPCawI6vsGX6sAy9PgAlwQz9HgVOk4DUQmltcH3FvwVBembuFgeiA8whQqMQK2Ae7wQmGk3fluWqDuVz2Drw/rjE31Rm0x0HvsjvUd8CeBy4nuQB872tQFHt9Bj1Bzikr4mPTKeEq0vL/R5l5BXl/Jmj1fkks6wQxtlVVlH3+kZHZMYOXAqT1w5Jssze7OQrHy8Gz+u+Zihh3N4M+51XkqYREq7QQ/8PeD+xPfrI5F0uHCAsf0/sHOQWxbSjfikr6ldfJvN819m7trPGN3/Q5dM418aRbI8NNrj2Fc//gxZqa/xwbaf+PWRSAYd3cL+ucM59UU/DEo169MnMOmXVBaHxXo8zoqQ7uxtEIpBocSgVFOq8bUruRgUSq9Y5XqFyuN5bJVMpbB1F5QkNzzFXS9LY5IV7PQuySQPmIxBUFGm1JIWEcfi8FivfcYzwmLpev4Pt+rFUddOMWp/JtFn95KUl8UHMS/R9uIR+d5YEhpDv+Pb5OO6s51tWHidpy8cxKRQMHrfGnLnj+PElwNYa9Vf2tSsHTnN2/+rHdyuAPVt/q4HXLN9gyiKd2z+nAfMsPlsZ4fP7vgbxgRYZLdVwEuVQkzViMDPeN7h/ISeXfi7hJpKHIQcwcgksYLZ+PACGgK478mwHD2z8eUIJpqj4DssXAlbElwm/mzA9VjBskDNEfVogbnoGYLG0tcQROg6GXzvQu5XYPSDqhfgWhtU6Zu4OLwvU3wgEz3xggafSCPcVsFeS7NbwtG3un7epXJow8LrtL18lGVh0VZc+qt2HIDF4T1IGjiV4Qez5dqwN81eqea6zoZN2uLmn6jMZoYezrEjly0NjWZRRBw5zZ9CKZpZn/Y6DQuvu+xJ9D65kx/WTOeVXhMB5IWkzZXjbmvYiyJ60u7SYdpfOkr7S0eJPbOHpEFTMSqUTkxWV9/DtvacV6cF6ZE9eXNnGt88/Swp6z6jRkkhGeEWglyx1g9fg94ONtqw8Drr0t9wiblfn/Y6+cF1ZWc6W7RTekRPMsJ78vSFA/K5bZuVUolJOkebK8cYMWgaQx1QUxnhPUiPiEOn1uCvL2d8wkQCdSUoMcsT9IS4N/hs4xw+iHmpUlb5K7uXMHLgVAYfya0U4iyFVH6LPrOHXx+JqNSAyl+v86rPpDQZLbV9pZoKlRqt0cC2Zk9YdKpCo71eXNIj49Ea9awK6eaSmW97L+yfO5zYM3sY3f9DBFGk56nfWO5gMmULuBh0eBMdLxxgU7O2rH2sC/d8AwjSlWBSWCoQtlnqM+f+YNiQ6eyr9xhao2eZnv8k/mu4qiAIKuAM8AwW1NE+4FlRFI/bvOdhURT/sv5/X2CSKIptrc3nPCDS+tYDQJQoigWezuk9XLUqemsCYsIilvejmyZuFr5oKcbkISuzZSY7xieiVp6s/8DfrlFtG/1FFan4ujXsaSsqycTXI8PaFvK6SvTlPGZ7WOvBkRB4GaqfgYU7oLAxberuY0ViX2r4FKHAkqqJIpiMIgGZOjhqsmLTLdr+rqwMK4Pyje7/Id3P7WV74zbc9QvELAicnVk5k/nRCWtYtOw9nrh83C3XwO48Az6k0CeAc14cu8WE1Zyf2duOkewO7vnMud95pddEO3jnjI5JfP9kf856wchuMWE12+Y9b5n8w2KpVVLA1aq15IkoqKyISb8spO+JncSN+Ir2l47y3o758vV1lPWoV3idZncu2+H5J8WMY91jnUAQ0CvVVNMVk3BiB93P/W6ZSCPiEIE5mZ/LvZ5POo9kX91WrMmwNIwjxmdgFBR0zs9jT8MwCvwC0ZoMtLjxJ2/9msYTl4/LjmlLwmNpd/Ewze5coVylkeGd7hjFGWGxLI7owZz1lvNfDKrNrKcT2dy8LRUqDf4VOnqe/o2X965wOZlfDKpN7xFfUqHSoFNpnBZPx3shcfBHjMzLYpILFroULyVMYnuTNow4kMWzh3PsNhrLwmIwCwLr0twbNknjiklOoUKp5uysvl7fd3DfkChAr5Ob2I6/d1B5CUG6e1wNrMWIAxvsyJcSusqRgT69czL76j3GqYce4fQX/d2Oxzb+P4OriqJoFARhHJCLBa46XxTF44IgTAP2i6K4HnhFEIQELCrRBcBI62cLBEH4CMtiAjCtskXhQaIMEQVwGhNhKNGAHcR0CXraWifg26J3iKLbLv5dyjoGUUYGvsz3UJJ6CqVFzdUjfNY9CQ7u6zEBzKGCLPztM6KIhfJ7I5K6ce3n39h3tQ2PZqzgvcQEXtSWsxUTzwhKdqhN9Ojrx28Jkbx3bwxgUVx1DG/KQpKeizSxth6X7tVuLkBfxrjeb8v4/spMZoYeyiU1Mu6BSEG2DVN3cE+DQunUWBxyJJcFXqqVqk1G+iXOoqquCJNCZdnV2UxEi8J78G7MeL5tO4jLQbX5dr0lcXZHLFwaGs3CqAR6nt5Fl/w88uq0IPvRp9CajMxfOdXpGrW/dJRu5yx+140LLMhwCT4sCgJ5dVoQde0UpRofxuxbx0QrJ8LVgi/1gaQd7x/1Q1CIImutMGRbRrFtptb1/B+ojUZ5AmtYeJ05WbOY0TGJO36BVNMVsyK0Oz3O7HZ5PTOsxjR+MvIEAAAgAElEQVRTNn9P/2PbWPV4V5fZzRJrhqdTa1kWFk03Fyx0gA3Nn2J7kzYuCX0SqXHkwCmVstUzwnugNJkIMugf6L6D+/dQyrrPaH/pqAciaQ9WhHan/aXDdsqx7giBww9lsyiyJ+b/00qyhLcZQ7nV2jMLA9GoZe0hSRPpO/TyTvtLUVupSc9MUctTKElEZ8dBeBENvlh4EwYg0lbjyCEkw57K9JZckeBc/fsnopZHUdABJT9hYBMG+qBmKGqqI5B5rhsDlizFrDAgGv2h/i7aDItjm9Ysj3krRrqJKvT71cwt68MqF/aZ3moA2RKqPBHK7Ax2rCxso0KBIIpkWktEns4Tl/Q1Qw/neCwz2JKC/pPxg2WxaPX6cnkirexcI6wlOU+Z1bAh06lQajjrJalvdP8PiTmzm3WtOtMxP4+mBVcrHcsdv0CCyotZFBGHwmymVOuL1mjALAgoRFE2RvKG9DejYxL5wXXY1LydVxmg7W5ZCttr644oJhk3fZI7h74ndtp9dlqXMexqFG7JWgx6EAQ5E2t95TjHajVl6OFcF+XBHgw7tJG3d7rPKN7t/hLrW3Uidblnw5xJOxYw9ZnnGH4w2ymjdrxetsQ9SSdp7B9rGHZo439MonN3XLXR8H9GPQ8SJkALdELFJvSk48t1MYAt+GPEomvUX7QkTSnoK0UUjUKNBsgjAB1V2E8AHVCSjp5SK+Q1AM/w2AdRaHUXL6LhN0xypvIW5bSllEexLHh6kOG2L2tuolaXIRr9Uah0cPkp9mVk8UWFhm/QE0oJJzFjEMC3tZ73Di9wibL5TyCKSVYlScfGmpPBzqw+rE1/g2cP5aBXqTkXXK/S8+g0PqRHxlWKSBp6aCMXg2pT794Nj3BQcEbJgL1aqTeNVCmzkpQ4bVFd07qOoUZZIYkHs2UZBG8ysQHHtrC3QQi+hgr213/cq0bp+sc6kRHWg14nfmGD1cRo/soptLpx3s5K1RuZ8CFHcsmr+xjVdMVeQ10dw/beiLp2igFHNjO37UC7Ju6wIdN54fcVdosCWHbNP6+ZTtdz+wjQ60jOW2+xU51pMelpdSMfURDID64jo7Dik2azKKIHeqWaoYdzPY75+X2rUZjNLkEMn9k0lwcf3cLHm+aSFhn/QE11i+9HKStDujGrw/D/CMgA9ugq6bhao4Ug+nfH//TCIAAlWCbjrqjZhUl2TouihLnoScWXFaIvAKMoJxNfZjggij4RtWzEjyOYaICCKEroQBlGRGaipz9qRARKgDvWRrK7uF3Jv8N9+KyrkBaoGFRk4csIq5T3e2iIRkV3B3e5aw13UT6yM2r/G5iNvqCsgMtP89ni1STog8gXRN62us8ZETAl+7m8Ob3F0dtOCg0Lr9P+4mGSBk1leheLZ+254Lq8HjfBJYT1nZ0LZQ8IR+in43mCdMWoTUaXPtefdRpJ0qCpmAWBmNHf0i9xFjqlxiNk1B1KZmloDP1ObJcbhK7QT9LEAbAipBtpEXHEJKegNJtc+mM3u30Jk0LB0tBor/0bblSpTq3iOw9A0tOQtmIyM3ItEOJfG0UwrvfbtLt0lKo2fI4HWfAlaKWncLW4gvO9MexwDpktO8k8hTt+gWiMBpeWs4DsiZC6fLITZPidnQuZv3Iq++o/zlu/pFK1vIThB7PJSn0Ng1LlnSOc1s/JZzwmOYXdDUPtnN36ntjJc3+sInHIdI/eIba7/UXhPRhwbCtf/D/2zjs6qmr9+58zLZkkhICoSJWAiCKBELpIh4SQEFooJiFUUWlKBLwiKspFkCIKiALSEjqhBghFmqL0EqQKkQBy4SIQQpLJ1PP+MXOOZ2qGe71ruXx/z1ouSaacffZM9rP383zLtlnsfq6p3wgoT+NUbrxWR0RjFVR/WbjqXzbszACREiAeg5sd57uCkQ4U0xkNZwlhC3qCEOiLxmHBWYZDDkJZd4pogobxlDAEHVvRsxcr8wmkPyUEAzZErpZCcsvCXCp89g10BCG4QV6niAFsQU8yJXyDiYeIPAMcJpgXUDPHW+/imTOYB75C2dAbdq6DykTJ9VYMWrkOTEGAvbcxXzBhCFZhHK4nOW+H05fTH9MT10XhRKU6HK4ewVcbp7DMUYsuzWBH8oDwtGNSXqfag3/R++weNqanYXb5Yz74bAO2LR1Nzpf9WJT5MaIg0D73OB/t+ZrkPpM9JBLPf9DKZCHV1G+GPknMoLnUfmejE/EK7OJ0sRcPobFZWbH6fa+mLtPaDMSo1rGmfrTfTGSjRscr104TWlLkV4IuYyx20jhS8jB6nNsrK+w+DnHu1dM7SoW6ekqu4P7dqFRwF5NGK1tVhhqL6Pnzd17HsKxhHK+eyfZ9sjq7m4/bDXXimzzOhkZJnHvtyAa6nj/ArdCnZMCCdAKc06IfFgQnMlq3lJke7UEl+K/0HfJXxsUTiU6ZXCVfCkEU/ydw1b91YigBAhBk6W1PcViwMh8TJkSWYiILE6EOOYyHiKxyiOn9gL0mPwc9b6NDBH7DRjOKyBYs/O4Q4KuNimE+SlJPIjAUnc+SlZ1XYaUdas46ylaHFIznbMHCfEw8g4o56OmKgXBULPLlLlfhF8oOepmaT1wGmw5UJg7mvQIrs8BkPzHNx4RFAEsFDeX6G2hX5pS8gHa4coT0SP9LN067p4d3UIsimSvGEmosLpWQlHQmmw1123q/ToNocp+oIov3KVnS/U9uI7d8FX4PCnNbEPuc3UOXiwc5UvUlOZF0S5lFRoPOxFw8RPj93+RkMbntIAYkTmL8/iVUKrhLXlhFVtWPZk/tZjTJO0s5wyMyV4yV673SdYLNhlIXsN5ndhFiKmbmtlnorCa3hcuVXNh0+HKCjcW0zT2GTRBY7QdBLebSH/LQruWq1JNZrK1v50T4k/AzGnTGpNYQPfgrbIJAau9Jbsl1cttBDO71gUcIqrfyinKRWxEZS8TtX7yOwdfJSpqv9fU6UhygZ1iPCbIXc9fzB/xix7tuaCSHtAdBoR5Z73sWDyfu4iE0VgtBphIM2gAER+9FOSdJfSfT6OY5uqXMpHZa5mMxzz2Ns93VozJHp3xxPipRRPs/sPb8/6L5XM9HMxjsu/GfCGYZZoaiYwwGlmOhugLSOp4SphDo1BAOFwVGoJOd2ozAASy0RI0NgYUeFFhHoWMkBqYRyCLMHjWQxlPCVMd5RwAyMDu5wa3EzNfYRfbmOBroFrGMX3DbvKIaVF6TTr/G37B911QeFlaCZ/fCq3FotAYMlKEIWICJN0UdU0oGsUpsRznDI6J+O8/RKi+5NflWNOjMygYxjiZnkJvq6tTWqfxYrT4t807zddOeXPYD7lf7nY0MPrbJo/mLKxwT/mhmb6rb1mGyY6Jc8UPaXj3OFIWipicUjgRfXVuvA0U6PeUd6BpREGTorXRPxWod5yrW5Ndylembs4sJ+xc7NXD9bXLHpc7m7Bd9Gdt5FOWLC+RmphKxojSEWVk/hhWRnWl04xw5lZ73rYLbdzIL1n/CK9fPAJ6BA/vCo3gz4R90+3kvO+q0dPPOVr7fq33/idZqxqzWYtJoCTYZqJp/m9shFSjQhxBkMmBSadBZzSSfzvaocaQEM+SFVWR0XBpXKlSjSKsnwGom2FjM04/usX25Z9/r8LGbPX5vvM2X0kDnw46v+1SCHdzzA9avGIvWZnUab/j93+iRPANRENzm+w+47k765uzCIqj4pmlPsp9/mUcBQXZnNcEOpqjy8A73gsuRdHoHd4PDeLIo328lVeU4k/pOJtBsoue5vbS/coRBvT4Em4goCFya9ReDq/6VQ8ReTvKn2VsegXHCH2Y6BxzIofcwssUhZpep2JHHiBqWE8hCzLSgSCapvYaOxqg5gYWhaHkTHQHYew8rMROIXYH1AEUMR8chgp0W/GYUcR2RBQhyj8QAtKAINXbdpIHoGI2OEqA89gQl9S5Kg9uqgu/SdGBrvhKCmPfMKd5ftguutYNVW6jSrytGLZQB+qNls2BmQuBiqh++ydfP96DfmZ1M2LfYCaKotZpRW618tv1LJxMTKU5UqsPaiE7M3TyVEQnvUtZRCikN7hdgMbG7ZlNWNIilRKuzG56LIl0uHmSUw1lLCuXisDE9zRn+V68jHa8edYJPjt+/hAGJHwGCXT7c8JB2V4/ZE8HCYX4hl7KWv0X3lJnEXP7RSaXT35p9sc5+Shvx01q6p8yk0y+HqVCc79V4SPZK6PkB/9i/2CtJb1X9aBBFtr7YSk4M0phcsfNaq4WfK9bColKR1HcyySe3k3LamYiWHhmLgOggLu5ymtu1EZ14d98SZr2SjFmjY/vSUayMjKVH8gzuB4USZnhEj3P7nBA2+8KjeDsujcScPXyhEKvLaNCZjIZdWNioG52uHHbjdOjNRrfvjSc/BWm+lBBPjdXK4J4feNjQxLCyQWdUNhvRg79yI6y922k4apsFgzaQxKRpstpqhytHPF73s+w5fJY9R042mRnvcKfME068HGlj4ktJNT0ylgUbJ2NWqZ2UhVvnnmBfzcZsfrE1VkGgRKMj9uIP7K3V1Of37T+Jv/WJofCjUESggR8nBiU8VCKrpSmgq9PFAJ5DRTfBYNc4KsXjYQt6mlEEwHDFqcKEfyeYwwQThCAT4ZSJSGkZKp0yDmLlF2z8wwfcdpoYQEvUPIfqjxPQ0RTYMRdQ8Vz4Hib2TWSgNl9mYr+JDnWxjV+2PENqp0nyH01eWEVGxY/l6hNVKNTq0VtNbiY+6ZGxrKnXkRbXczhR5UXu6e2Kk/1PbvMJ95vSZgBXy1XhVJUXmLt5KoN6fYhJrUNnNcswSykeV0PfdaenXJgWNunOgONbyXqxlUfZZXCGY+4Lj+LtLmk8DAyRCXD+nhjiU2eT80Vf4I/EVu3BLZpfP+sTT6+ExXoi6fU7vYPowV8RZDJw1vH+jUakM+jYJr5q3pt+p93Z5GscO+vLTz7r9H5tc4+x67nmHjkT0twm95mMRaVCY7OSvWSkm+mTq9fEa93fZ5kP8mJS38mobTb6n8ySd+JfN+vF9udb8urpbJkQCL7h0Mr5OlQ9gnq3rxBoNcv3F2Z4hFGtYZqLK5sUn72SwpLGCR6d/tIbdqF17gnmbfms1M9JBL/tRtMbxLK6QTSRv13kwlPh8udQ+eEdat+7zoif1tIzaTqZK8baOS6NujJxzwImxIzg12nxXseiDH9PDH/rxGD4KBQTIt9gZryPBdM1EXjiEUhezl9i4ingDr45D9PEAMoDb2CUy0RD0XIHke1YPBvwKMaThIbVWBgvGP1KRNvQE6BIJJ6es4cgtmHiH47ylYEyaDfOhZz+2M9XAu1r7ULVpwe7tUXy67IJQmuD/ZcacuL352h57ZS865P+aI5Wrcv0V/pz4ekasmmNWaUmxGivuUvH/K0vvMKE6BGkr5nodXEYkDgJlWhjdtYMWl47TZ20Dexa9AYJ/T8n5dQ2p4XT38WhNI6BVFoZcGKLU8JwZZ26ch3e6TyK7XVeYYdjUfRnPFNbpZIR2Zll6z5yKmfFpX5B1jK7yb3rjllKUAA9kmeQcH6/18d7Jk3nXnBZ1meMI+rWRZJ6T+Jk5bo+GcSesPMftxuC1mopJYkP5EiVulyuUJ3k09udeCV5YRWZ1yzxDz9ls4mUU9v8NuLZFx7FW3HvEH7/Jrnlq2DUaJ1KQv4m4dLKQb1zdtHvzB8L9Afth3G0ej03KW/lfCX3mUyJRssTHjYP0nV7Jk0HAY9jdGXfa61mkk5nu5leSaZH25aOplLBXSeOiHQyKdYG/Ok8hr91KSkA+B4rw9GxsRStJGl3D555BNcR0QOtUNMANRGleDx8g4mzhDAQney5YAIOY2YQWp/aTa+hJQiBbxylqxF+mA0tEs3EofHoVy2dKrKxcBM7IksqP9VIGEQFtYVjpwYBIt9d6UT7NZm06tONbhqRV9ESAhSroFWdk1wurs6oeuPcJCtaXD/LxhVj5UVm1A8rmdZ2oFvtuvv5A4SVFDK41wf0OutZ86fRzXNM3j1fPpmUKy5gRWQsCef3s6Z+tJNtpj/GM5J2jQgeMeRK2eXSNP3TI2OdGpX7azam2oN/sbJ+DP84sFTWnPJVKlhbvxMT9y5yKwcV6fRcKV+FsV3edmPFSr4An22fLWv9e3q8WV4O7a4eZWftFiT3mUzCuX2cfqYOA05s8Qs7r6xrb6zbTmY6e4uk0zvIfKk9WpuFjMguTiY7rn7K/nh+SD4OeWEVGRk/Do1opfn1s8zOmsmV8lUYmPgRvXN2kXJqu99lu3x9GRZlfuz2nQu//xudLv3I0obxrGzQmSKdnlBDIUaNlgHHfc9X6omt9uedzJLnfvz+JVx68lmnUp1J49nPWcm+l3pqOkcTWSohSX8PH+352ulvQTmO0hB8/2n8rRNDCdAYNWpgD0HMEU0s9KKVpCzteJK+qOaQ0YhETQD+9S10wCxM9nIMEOkoIa0XrWwjiMWic3N6KDpeR4cWnK7xKlpaKBKXp/gGEwMcCc5T76I3xSSj5XV0vCXa+xM24JRKz7r4N8kPfMAvP6VhTw7RRK/dyKPevWmhKZTLVsMEHcODNlLr0vVSF5kNL7V3k/aWom3uCTYvH8NbXdJY2aAzJZoAyhc/pN3Vo/T4+Tt21GlJbvnKVM+/TXpkLMXaANZEdGL70lF0uHrUq9mKt5Dgf96SiL8qsDNaJrPnuWZO5jf39aFYBBWrGsTIonLeXOjSI2PZ8NIfrHLJm1nq12isZtK6jHFLpsoENbjnB5QpKXI6kSgfT+4zmUoPb2NVqTBqdGyq2xatzUpfP7DzPZJn8O7+JfJY8/Uhfi+8ANGXfiSlzyckn9pGm9wTbnV4fz0/HgSFMqd5bwRw84wWRJE7weXpmTRd9lMorV8VZnjEoer1sQoCN8o+7Sa2OHPb50yMfpO9C4c52PgdSp2vfo7Nxod7FzHu4HLKFRfwUYfXGXBii5ywj1aty6BeH/nZUzOTEdnZ/n3X6e3OhjYbH+35mj5n9wCeOSJJZ7JZHuVfGelx4m+dGFSADoHTWDmDFR1wkhBCgLuKZq9rvX8oOq5j47YYIi+uudjYionr2HsG/uoqjROMHBGtLEXPcUIIFe0kt02Y6IyaYYQQBBgBIyKZmDiElTno5Wv4y5Yu71BZTcPopLMUI2pYSxALMVOPQqf+xBvoSBS0rO/4Ls8GFrB73yQAdv4Sw851K6B3L9CYyEVkPEY2YmHP8yegnAAPPI9J0oaZs9V7DbZ6/m1mb5tJzKC57Fv4mtMfTo9z+2SP3PUvdaDbuX1sqNeeK+Wr0D73uJNGj7+LQ7DJ4JUz4O+pI3rQXFr9etLpWuUNBdzTlyXYZJBtMPvm7GTtinEsaNKD+NTZTiiVhPP7ZR0j5a4xL6winQd8SZ+cXaVyPA5Xq+f18aTT2zlW+UUWL7Wr3zYZkU5+oH+kuPtBodRJ20A5h7y6RITzRyMKRILNBtRWC6vqx7AqIoa+LvcicQr80RnaWbsFyS6aWZJCrpQUP243hDURnXyW7dIjYynSBnK88otkLfMutXL2mVosd5TvinRBj8U1yAuryPzmiW4nzj21mvLCv3P9GqPWaibm8o+obCJbXmxN1G/n+eeur+TxuirmKsfxfzyGxwx71RzCUfEZJtIEI90oogTojoE0B+FNGc1ENSPRcVzBkm5BET9gpT1a9mJlkx8ktSHoWImZGFHDfAKZh4lGFMrvdxuojprRGNAIjwgWHlFeKGQKJqYRyGbMMlHOX7b0fQ/JI1wUfPo7dKYYKwJrhUBWtprF553T0GkLIeAhXI6HdWvB8scXTyLCFb8WZE8OHkIiZPlF3FJr3f5YJbLSuM6j+HzbTKbsnu/EiFZyF9rkHveIU1dyAdoMXYBJrUVnMXG0al235/p76jBqdNwo+zQNR64gfOwWXnprDcWaQPRmIymntrF5+RiZORs9+Cv21mxC4tk97F/wGgOObyXQYuKponyPjm/TWqViU6l59Uy2z3Ekncnmt7JPe3085dR2fiv7tEysyw8MoZzDAtVXSM51g45t4vi8FBLP7qHGg99K5TisirBzV3YuHoHOYsas1mBSaykMDCKzXnuZTwDQ9uoxv8yG2l09ikmtddu1u3IZvHkZSHGiUh1WNIhFazPzhYvdrGv0O7OTtfU6cF9f1u/5kso63k6cW15szdiDy/0a48e75/NkUT67azdjzPcZ/Px0rT/4EG0GeSRgSuPQ/Q94DH/rxGBDIBB4QrHj7oqWrVg8Sl9MFwPYQxDvY2S4YxGtjp2r0B8t5RBYjx4NMKxUkpqWrZjlRdnVFW6CYKQjxUxzcYWT+gkTMcraTSsVScJbvIGOq7hzA1z7E+GiwCwxgNtiCBaxDJvQcxkrV7DRlCL6NVnAM6NrwoDWEHgfLiW4JYf5mCBQhXFkCJPGvOGkBZQXVlGGm/rzx1XeA5EHIOl0Nla1Wt5de6qnejPfcSUk/TLDrqmTcmobw7q/77Yoe2PHKpPL82kbCbCYCbCambt5KpdndGPb0tGknszCplLRN2eXG9lO6TzWL8eu1+PJ8U1SADWpPdejlaEs3Xh7XMmaLW8ooN3VY365trX69aSsP5V6Movc8lVY2cA303lt/U4MOJlFbvnK7KjTkoEntsoWrhsdpjJSIrxV5gkySiFJromIRhQEj7V51wSu9DJwlSqZ3HYQqb0n8dGer/0+ARQGBKGzmv2aL2VZxxv57r4+lCY3zpUqp1Ki0fJJ+9dofPMcCzM/YX7zRDpd/onYgXOIS53N0ap13RjVUqRHxiL8n1bS44WkHqrUL3oVLRMooSlFaEBmFucQQg80rMTEbMHe9JUsNiUeQYDDYvNXRKzAPoKY4kW2oj8lpKDlF2xsQo9FLMNtMUS29AT77vtbF1e4V9HyLSZyBVF2gwsEXvND4K8uarfnSO/n7X5aUMQ+rDyPmtaoqYDAzeB/wzNnoH8HBG0hXOpGzLpMDJZy3BZDGOXgZlgEGB+SwS8/9nbSAprWKpXad6+X6vK1okEMRo3WLbGAQzJBrXVKBK6MaE8ubj9Wq+fVhlOyE307Ls1Ji8kT+9ezx/NwWuTlMCLhXb6vEemQbl7m94IucReknsW8ZolMbjuIsbFvkXxqO+Ufc6fqz+Ndzx9AZzGXvmuNjGVPzSYYNTqS+k5mdFwaw46sx6TSkJroznR21YjyZuEqJcK34t7hZOW6jPk+w7NYXetUkvtM5o3Da9lTqykhRoPbXHhK4EofZ4nNHjNwLssbxrFt6Wj6nN3jtyzGE0UPib9wAJVN9Fs0EbyfOKXrehqjJKcyd/NUnigukDcLFYrz6XNmFwh2EyKLSsOwIxs8nnakz836f7Lb9vAXrlo0qTyiaOFnrOzFygQPDGFJBnsqOrqgkzkG/kBE9xDEFaw85/B6kBq98zBRGzXr0DMHk5NL22AHbLU/JWQLFjdorOv4wkWB4egYgJYABOZ7YFNLDXSADAJZgll+Tgn296uOf/djQqSRo+/SoaQcRz7/lUfGsvYn1cmkRq9+DFWrGImOiRj5mADUIgRtMcBpiwzlSzyzk3UNon1C/gYkTuKbjZNlYxglNFRinQqiKENDXRnRPZKns8HRG5jbvDfZtV/GqNGSeiLLCe/uGpPb2g1Ovtw6Q8bXeyIh+cuNeBy2c9ayt2SESfSgeaitFgQBti0dzbKGcaVCXae0HoBVrXHzkpDClTUr3Uvf09ksaZRA6smtTtBMien7xk/rmNe8N5kZ76ARbXbCWWQXzCoVrXJPcqzaS7L7meQqJ0ErJYhun5xdXmG2o+PSaHzzAhP2L/ZqlGRwwJyXNurKC7dzefn6GSdoq7/Q5HtBoWx5sQ3P3v+Nio9+52jVl0hy4UAoPxdZ/j1Aj95UAoLA29+vYH7zRI8kQlcmt7fP/3Gg1BP3LnKCVUuQY0QIsJp5/u41xh9YSuOb550QS8HGYh4FBv3pRj1/SmIQBCEG+AK7Uc8iURSnujw+BhiC3ajnLjBIFMU8x2NW4KzjqddFUexa2vX85zGURUTEiIgNiMPAJvSyH0K4KLAKPXUcC7sdDWRflP31Z2iBmnqo2YmFRMFuDfo4BDiZT+BwhfPl1yAliWSH18JdRSKSnh8uCqxAT13U6LE3tSMoZAS6Uu/nUzGA4Wj5GRs1UVEBgT2/NSQhfTMliuRAYh+aqWA3QfI1RBGCNxbDWSuT2wwiIzKWNrknOFytnhvjND0ylvX1OvB51ky347G06MZcPESA1cTyqHgZt50XVpFuKTMxaALQW0zk60NYtP5jGd4pQSI3KJzaPC1UHRxyAsGmEvL1ZShXXEDDWxc4UrUefXJ28kAf+liyBR+3G0KAxeSTmDa1VSpHqr5EXvlKzNw2i5bXTlP7nY2szxhHYtI0Ls/o7pc3Q3KfyczY9rlXlrknPsKaeh2Y1P41up4/QLDF6LYgSwv8lDYDWVU/2i4LYiigeV4Oe2s2ZvvSUfL7eZKmaDQinbEHljGtzUCv0hRWQSVbsXoLKVmCSJX8O1wPq8iq1ROcuB7+JOyYi4e4WfYpTlV+gb5ndtI29xgjEt4tVdZCGvO0Vv3ZV7MJCef2YVOp2P1cc/L1IQRYTHS8fJh3fshw43t4+vyl8X6y8ytOVHnB7XsYdfMCE6PfdCKN9kyazk/zB1AnbQNhhkccmddflkRZ3jAOo0OSxCqoGHBiK8ui4jGr1H89HoMgCGpgHtARu4fzMUEQtoiieF7xtFNAI1EUiwVBeAP4DOjjeMwgimKD/3YcHseGyFxM7MXKBvTsIIgLWBmCjoOileUOvaJ+GPiRYASQkUD+QETnYyKZYDpRzB6C6ClqyBQsfvMO3nOUkEzYTwoPEDEg8i46XvPg3iYhjkwi6HBmZiufkyQa+IlgQoVCZokBjENHH3RElcK9WIiJUegQgD4U8z02Xqn8PQsHteetZdncK64AF3sSuZymO9QAACAASURBVG49AxOTsDgKkYWI5Ao2IroHEfSMiZSj28ms156vN38q7w4liKDeXELN3294tVKUeglLG8YTYDUTZDTIDWdJVfX53/P4LHsOkSNXuME7JUikN5esNRGdGJHwLka1jkE5W+TFf194FEeq1uNY5bpceDqcnYuH+5wrpcezxF3oUAp3YWN6Gr8HhTG050Tmbp5KiEMBVYnW8QZ1XRURzbJG8fQ9nc3E6Df5uWItN3mHVfU78+XWz9zkQqa1GYgKkTeOZsp9EE8hcRJOOZLUmohOqESRf7YdxIKNUwAIK3FHKv2uD+WT9kPdjG6UMNpeyZ/5VW4zqzXsXTiMlfVjWBYVR1LfyfQ/uY2k0zuoVHCX8fuXkJo4ib5efKSlk48oCE5cG9d5NavUvN0lzSM0+Kstn7Gt9suM6zwKrc1KiVbH+oxxFAQGk9ZlDFUK7jrNfaFOz6r6MW6ff/X826Se2MI7Xd6m/8ksp+/hyvoxvNPlbV4/8ofFqdQfklB03c7vd5IW7/TLYTnxS9+jLhe/Z6MXwcn/Jv4MuGoT4IooirkAgiCsBhIAOTGIorhP8fzDQPKfcN1SwwZ87dhN60S7lWdPtNRHzWuITr7MFUSBOZgYjI4JGB/LUOewYOUr0cRS9DQSTSShpXkpSeUXrIxEzzxMThDSYegYjo7eopYQBQ9hruM+molqBrsQ8jyN6wlH3fGsA/rqr2aUDtiLlbUE8aUjUSx86meChjTl3pID8KgKpy5244t1K5ma2JPrKqtcIntOUKFqpqNy0QMKAkMAdxvNRiPS+dIPhMiaiGg2pY9hZf0YuqfM5I2f1rGqQTQGdQB17+TK5jst8nLcIJFHq9YtVUMnue9kFjeMZ1X9GB4GhqCzmuj4yxHe+T6dNq8teCy4oqS/lNxnMimnskg6ne3V+L56/m36nNnFtNapdHYooEo9jnEHl3u1zKxccAeNxYzGZmVjehpzm/cmrv9sTJo/hO1EEYo1gfIYlVpCiUnTsAgqPm43xGOpp3r+bbmx7Wo6n9xnspycq+Tfkcl8YE88eouJpFM7fMJspZ6BP1BVV22oB/oy8lyEGR4RbComvUEsayI6UazTy5ainS7/aNdtUqsZ6EJQc53XgsAgUk9keR1zl8uHOFX5efaGNyLGwU8BPH42VfNvE/XbeYb2nEjvM7vop5AAWdS4h0fipHKh73b+ANXzb8v3nx4Zi0VQ0f7KEbd5VBIR+5zZxb2gUNQ+BCn/0/gzms+VgRuKn286fuctBgNK+mOgIAjHBUE4LAhCN28vEgThNcfzjt+9e9evgSkXw98R+ScmwoRCdmBx82X+HZHNmGUkkL8QUYkI9zUmzNhRQKUllXBRYBqBdKTYDa003uERYQZeoJAWFGEAjhDMalHPboIY70LI8zQuI9BT1DCNQDpQ/Fj3M0Ew2pFUBPAGJUwQjNwon0u1oU2pHvYrIHL+YgK/bl6CVVTJKKs4DBgFMLfX8VLJVbf3zwuryL0g//wHCgKD5T+ghZmfMOuVZIwqLTqbGb3VRLeUmVyuUN0N3tn1/AGmt+pfKmEt6dR2nv89j03pYxyN5RFUfXiH7ikz0VkeXxr5avkqxF08yKr6MfRInuHUYHRFlPTN2cmlJ59l2JFMwA67XNGgs9zsdEU3fbPxn3ZJCLWOjIZd2FWrGd/VakrK6e0yAmjb0tGknN7OO3Fv82bX8eSFVWRJVDx9HPMQYiqmZ/IMRTPd2TxoX3iUx8a2xI2QQAA3wp5mTYRdsltKPIEWc6kw25jLhx5b/lpyr7tUoTqZK8bK3ho9z+1jSeYkep3dQ5jhEfcd5MXjlV/k28xJlC0p9MiwVs5riKnELxb2rbJPOyGOPCHPZm+bycUna7AxPY37QaFEO/w6hvaYyKunfSdMpSHW6ohomuedYf1LHUg4t58RCe+6IeiUJj59c3ay1wEY+LPjz0gMnlYbj6uWIAjJQCNguuLX1Rw1r1eB2YIg1PT0WlEUF4ii2EgUxUZPPvmkXwMrUWmpjkC4KJCHjVOEYBDL0BkNX7t4F6zETEdHE3cLenKxMaQUiOhQB1cB7LvtMkAGJgzgcxEegY5FpZSaFjq4EtKiG4+BGDTswEQtPKOTpHgDHSpgKXqWOq7jD+R1iOJ+DgtW5mGiheJaH5S5R/+hL0P8ENAWQk4KbFoCNpX8mvmYsAmwUO9MbtsXHkVCyiyPaBPXcF2gom5dJOXUNmIv/WBnhVrMCIDZAxoo9WQWF56q4ZcrmhLvr0TQqEQbqx1GNt5CuYhJCrIjflpLkU7PkXn93eCqypA4Eco6vVVQMbjXBx4hjYN7fYCIQI9zezEJKma1SvaIunr3wDIyVr/P/pqN6DRoHqvq20lmeWEVsQkqvs382O01SvjsN417eHRfSzm1XV6MHgaGyGWZ0XFp9Dmzk4eBwaUm+2FHMku1YvVk8pNyajvXylcmIWUWI+PHyffd4vpZPty7iBNzk8mdnsCK1e9zPziMygV3/WJY5wf6x+o2epG0cH3eg6BQuzFQcQHxFw4SZDIgCkKpCVNa6E9UqkNGZCwHw6P4fNtMPt39lUeLXeVJVfr3X5XHcBOoqvi5CnDL9UmCIHQAJgBdRVGUi+OiKN5y/D8X2A9E/gljAkBdvQXTCOQwwfyKiAmRWZg8SlpIns/5iDSjiPNYGVkKV2EwWuY5Eoy0Sz+KFRt2noO3eBWtb1MdYBEmXsWZWPYVJh5Cqd7UA9ASQSHFiHIC9MfTeojifsAusyGNIUbU0BcdK4JuQ9RiSO7sSA79YdUmsNkT4UJMCEBQYBF0CwD+KGl8m/kxiWd3l4oRX9EgRl6g/jBh6cCGeu3RWi0cql6fuZuneoR3Vs+//V+5ZEXdukjC+f0siyrd17f9lSNMaTOApL6T5VKRP9DIY1VeJMhUQlzqbMLHbiYu9Queu3edrzZ96hHSuHn5GFJObcemUqG1WUk9sdXnLjT51DYSzu+XYbTLGsZ5lSeRXtM7ZxdbXmzl0X1NOVflDQXUun+TjelpXH2iGn1zdvl1z1qbFZ3FXKo9qqckWqTT823mxwhAheJ8r/cg7b6V43E1PYocuYKuKbP8Nszxl48TYixmZPxYljaKJ/OlDoCAQRvgN+M8ue9kDFodKtHG989GkhdWUSZ6St+TRiPSeS96OKGGQvm6QSaDHfnxJ8efkRiOAc8JglBDEAQd0BfYonyCIAiRwDfYk8K/Fb8vJwhCgOPfFYCXUfQm/tsQ7/5CZzS8QQntUBPvYP96KqsoeQND0DEFE30xeCTCfargKkglnSHo2ISZaQSid/zsbRF+nP6FMhZhIs5xqslCz3QPBL1tBJFCCb8IohOxT3l/rtyL6R7uRzkGiT3t1Keo/gN0GAeI8Eu83QnOJnAdkQBAFKA4QkfRhDC2d2opl3b8YaumR8bR/2SWE5dgY3qabP7e/HoObyb8g6ib5z0mmf+WD/DGkUwsKjWDe33g0aksue9k7uvL8Ga3f7A8Mg6VzUr28y1oNCKdgoAgnyWTfeFRDOv+PskOT+LLM7qTtWw0za6fZUTCu7S8dsojQU4qG4iCqlRz+6TT2ex+rhkBDne4LS+2Ll3758xOtDabxx6A1AzNC6tI3IWDrI7oRPX82xTpAqn88N9+274m/vydE56/9jsb6ZE8w2O5TXntMMMjufznSzBO2n1L41lTrwNxqbNZ52A0hxqLMKs0vHjnKs3ycshoEFvqmJ+7e73U562sH4NRraXio3vsXDyChZkfo7FZ/T4d66xmvl0/iYsze7LJhRSYdDobndUil/7CDI8wanWsqdeBVfWjMas0iP8Dz+f/uvksiqJFEIQRwE7scNXFoiieEwThY+C4KIpbsJeOQoB1gv0mJFjqC8A3giDYsCepqS5opv8qLIW3mIuJl1E7oYSkssoEF+RPtmChmWgXoTtOCKFAPiKvo2Wgg/lsxN7E3oqZpQRSQRR4gIgG6E4xNxzPVwNZ6FngonT6mkNt1R+tpULsC7e0WEsLdQJqNMBr6BjjMOwxInIQCyIil7Hfp6t5j/L+JJG9+4hoQeYuuI7hd0QZZTUYrfO4Gy2ES90gtxNciYWMbKomd8YgQBCQL4gEa6wMqLOTK7YqgDNb1ZMe/YZ67WXtl9JMa1ITP+JI1XpuSqbKZq638GZaD/ZdnEWlxqTSsLxhF1ZG2pU3pSZn13P7yXqhFcWaQGrdu8618pUpX1xAZsZYLIKKnskznFRGpcgLq8jbcWluyrR2otxyOjhUXOdunsqeWk3lJnFYSSGVH96hICAIs0ZLj+TpJHiQelaOP19fhk6Xf2JNRCe/JT8KAoM9PpYeGYveaCBm0FwMGh16i4kOV47KO3N/FGUlnR8lGGFk/FgqPrrnk3Oyon4MRrWGfeFR9MvZSbfkmYjgsYEunWxST2bRecCXiIKK7j9/h1mjZW/NxjzQlyXYVMzGl9qCKHCkWgQxl3/0OeaJ3y3gveiRxFz+kQrF+W7w5+Z5Oeyq1YxZ22bR5fIh8sIqMiYujcXrJ7GtTku/voc2QUXlgrtuTf+hPSeydsU4J0DAhP1LiLn8k+yDYQNs6j9f8u5PYT6LorhdFMXaoijWFEXxn47ffeBICoii2EEUxadFUWzg+K+r4/c/iqJYTxTF+o7/f/tnjEcKFfbShpL9C57LKpJUxI8EMxodOuC0Y4HtQwlPCYXoeUQg0A0tt/mDPdyUIr7GzFqCuIwVDQLzMNOLYtqjJocQjA52dT80WBBL1Voaio7zWDlMMDGi/YOvhoAF6IeOrzATSSE6HlGPQuZjpgUa9jhkxgGPfYVcQSRNMPKMUIhWeMS3mFmC2WMze5ij5yDNn9v7qS2QHAPPb3K8eSeEZXuxiQL5DtRXCXBdsBL+4k1uv1QB8MxW7Zk0neVRcfYSUXGBX4qnfXN2UffOFQb3/IAprQc4+VMvL016wYtpPdh3cWUNheisFtLXfkDOF33lHfxn2XOYtnMuy9d+gNZm4Vq5SqSvmcg/Diylev5taj64xefb7Ezsqa2dTxuj49JIzNnt854Sc3bzWvcJTk3ijelptMjLIchsZNH6j9ng0jT2NP4Ai5mu5w+yun607JrnK6SyhLKeLc3VishY2l89SvbiEVyZ3o2Pdn/NgMRJVH74b/n04E32YUrrAST3nUyz6zkATuWjgzUastrhPe3tc1of0ZFpO+aQ1mUMh6pFYNAFuDXQAywmugz4gsiRK7EJAt1TZiIKAgOPbya7TkueLMpng4O9/s3Gf6KzWlm5ZgItr51kQOIkn6WtyxWe5ZVrJ0lNnERc6hcEuFy74qPf0YhWgix2gunc5r3p7RAP9Od0vKp+NDqr2e2zlEpjC5r0cPtc7O+9FY3NikYU0fyf57M9/CW42T4KRccjjLj7IUuOaIsw8wtWJw9mpU3nYLSkOFjKbUQVWQTTgWL+jc3J7/l3RL7DQjQawhAY6vB1dnVce83BfAaBLj5MdSQC3FOo2IqeLZjp5ZDv9nX9GDRYgWYU8amDze3LvCcLPU08nBYkJnQqBtag982eFoEN6XDWjkJuWvVHdg3szHrBiAlIQcdZrNQ0BvHk1N89flYSuafb+X12e0oEAqxm8gNDPDqpSa+JHjQXGwKiIKARbZSodWitZjRWC6Ja7eYqp8T7eypdgJ2Mdqi63aPaF2ltcttBHKv8Ipsz3vF4P5KPdGFAEMEmA4IIWctGl0ry6pYyk1NzktwecyWweSO0TW47iPTILujNRlrkneFgjYYknd7h03BnaqtUDlerx7VylZix/XOeu3eDFQ06kx7ZxS5jcXyT2zgntR3CTzUayOx2V0ZzsLEYs1qDShQp1gYSYDVhEwSCjSX0OL+P/g6NpeEJ75J8chtJZzzDfNvmnuC9jm+ypW5rN66Ecm4kO02NaJMJYa5jV7KR88Iq0rX/57TKPcFP1eu7kf6UnJM3E/7h0xd7cM8P2Jw+RjZb8uVkpzwdN8vL4ZnCe8Re/MHts5TY8iUaHWrRRuvcE7y3f4lMhotPnU2N+ze5VOFZLv7Jns9/a62kEuwlG089hWzB4lh44Uv0dMXAey7Q0XcdaKDlDqG7Tx0qqWGOBdJVc+gaImrHrn6aF0XTdwUjXTAQgL3U5Nq/mOJS7z8sWFmKmTqoWYeJL0q5vgqBsggcI4Q8YCQGtqDnUw99hZ0EocGOYvI0hqkYmU8gjxzz6LVPgcCnPYYwsKG9JHDkRgte3TyHPqKO1xyEOS0QrDNCJ88nJQmqtzoiGo3Nxquns9mYnuYRVimFhO4JMZeQdGoH366fRPTlH1GLIslnsvl2/SSsgooeyTN4Pm0DMYPmcrHCs6hEG6ElnnkgJyrVYVmjeC4/Wb3UunzKqe3cdNlhS83OnsnTWRIVj9ZmJdhYjNpmo0in97OkE+LxMVd4o+vP0vglqXKrIGBVqVDZbKU209fW78QXWTP4NvNjRiSMp1vyTA5XfYnuP3/nlhTAXv5avHEyba8cI7nPZKa2SgXg3f1LyFwxluhLP2JWa0k+tYPtS0c5hAxHMOTYZgQBWl47RfX827TNPYHKZiXfwVWQTo/3gkJpd+UIY2PfInzsZra+2Ip+p7N9nrb6ndnJyshYudyYseZ95jdPlHfbeWEVWVevo4xYq55/m9lZMzhUI5LEs3vYu3AYq1e9S0FAEHGpX9Ar+TNsgsDU1gPpd8b3tXv9vIcpbQZSGOD8Gfs6HX+y8ysOV4+g/8ksj5+lJOyXvXgEOxePoFr+bRJSZrEvPEpuyt8sWxH+Bz2Gv/WJofCjUOZgIhA8ykFIkhgHsJZqtVkNge5o6UIRawnyKXexmyDmYOK9UuQ0RqLDgl0nJBgcvGSRMi7ENoBDDmZ2X4pLvb60088ULPJ9Kn2npVEZEXmNEsah4znUlMFZ70mSDVmJnoOKOXJ9P8mv4gJWPtn5KbeOvonZFkBo47kUdh7Js4LdP3oIOvQiBC4vgmt/QDUl3SQREbUo+vQYVu6qpFNG5oqxrInoxApH09fX6wf3/ID6ty5xtFo9+p/M4lXFLjU9MpaMyFiaXP+ZH2pEukk/uIbS/xlwYlsrZSEyGsSyNqIjRo3OzbPaNVytQ0t7XDkHK+rHkN4wjtePrGP0j2uc5iu3fGXSuoyh19ndXgl40glqautUzGotmx0+FZ5sKf+otZdFYzXz/N08bpV9inx9GUINhZg1Gp+7e2lcAG1eW8Av07vJc+1pHpuMSHc7Gfkzd5J0Sctrp0jrMoYHgWVkf27l65Y3jGPdS+0xabSknNzm5Iut1Ljyde2YQXOxIrDbwZr3Zc8alzobrc3qNO+ePtuu/T/nzJf93OZu7uapjIofx4OgUGyC8Kd7Pv+tjXqCgCFoeYMSFqHnWVGgPRoqYK+BqwEVAv0wyK8JFwW3Ek0WZnqgJQBIQFuq3IVFpFQ4ql1OQ8vLFDEUHSPRkY2FCZQ4Ce4dJpiBlFABAcHP688X7fyDTOyJwdW8Z4oYQFvU3EJkPoGsx0w4Kl7xkGxyBZHpooll6GU7Utf3k0pfEyjhWPQHtKq5h4urN1BwbAQUViS3Vx/GqY1sEC1kC0FY+wej22Xi1sVyshjYK9dOUrakkCeL8v22oJQayFLD7kbZp6n46Hefr+90+ScO1ogkwGJiQZMeLIuKwyYIIEK38/tJOHeAnbWbE2os8tsdLC+sInOb92brC60wqXWsjehIiUYnl74m7F9MzOUfSU2c5MQa9hS+muLgDrOtVHCXe8Fl6Zk0nYQLB5jhcCPrdv6Ak1T5xL2L2JieRlzqbDJf6iBrRCVcOOC24PY7s5P41NkUepCr9iY1ktEglowKsbS7coSwx/gcRSDEWCzPtZKtrXy9v7wDVwiy5Ey3sW5bFmZ+wrAeE9w+1+r5t+l/MouNdduyZLU7S9nfk55RrSXQbGRaq/4crl7fqz1r4xs/YxVUZKU7JxvX8a9oEEP1B7fcNL+CTSWkxb5FkxtnOVItgiKHau+fGX/7UtJ4SlhMIFrgN0S59NKEIuZjRg28gJpwUWC9qCeHEFkvaA4m+lLMHezyGo8QGYCWIWg9ymhLUQb/5CcqOMoz/3Cwnds7yGRKz4auGFhKIA8Q+d2h4fStH0lHyYFwjUWYCEdFezT0phgD9i/CHoI8QmAz0CMAOwjyWJLaRhD9KaGrI2ldfG479OkOghku9IJ5F8CscxD3TCCAsZOOR8OfoCAgmOwlI1iwcQr7ajaWj/mu+HNJlvuVaydlQpBrA/mn6hE+2az7wqPYVbs58Re/Z3P6GLm8MfD4VlSIdL78I9N2zuHbzI+xCipW++FhUNZQQPeUmZQvLmDn4hFcntHNY+kr6tZFup4/wIrIzqU2I701xcEdZivJRUvQ1i6XDzmVJPqd2cm6eh3IC6voKD8E+UXAK3TYSyqb1spF213SfDEZa97ncLX6bH3Bsz+BMvrm7GRlgxiWNLJrZkoS7d5AB/5KZ7tCkCsV3OWBvoz8nt6gtb7ADn5f2/AIFbCvZhOPcySRCQ/WiKL1ryc8mu6UKy7gx2r16DhoHssbxnP2meeIHjSPk5Xq8OWWz2R4c9zFQxwMjyLIWMz/ourzt04MNqA5akQEOlDMOA8OZh0oZgWBHCWYXGxEOFzWmlNEMbCWIL7HyvsY0SCwEDPNFXV9Azghh8B/xzWlr/RhwcoiF28G6feLMZOLjZWYnbgJ3sITBwKckVcVENACWx0oLCtwDSuvo+OsA0V1lhDeQEcx0J5ioihEh72sZaCMXS4cQYbIOiWt2jug/QRAhPu1Ye4lMAYx30GAQ4Bn1df5tNofC9N9hQCesxfCH32GEQnvci8o1CMhyhcsU0mym+Bo4CkFypQOcVG3LhJ//mCpTN3VEZ34V+hTLMz8REYleWIUSzXuYcc2oLLZGNpzohOKSvIjSO09iZfzTvs8pbieKDydMF65dpK1L3Wg0Yh02g79BqNaS/TAOTz3zka/iV16s5E2V48xKv4dOTnHpc4uFVWVfGq732xhk1rLnoWv0/LaKZY3tPdAvJnelMaVkFBfRo3OaSNxrMqLBFjN8nt6Qwp5u650bX84D13P76dYG0jyqe2+5VhOb6eMsdjjezz96HcG9/yQdlePsdMhd7Jz8XBaXHf2AZmwfzHL1n7I3TLlsf4Pegx/68SgBvqgYwEmr6WXf2NDRCAOg1vikHbs6QTyvgPd4+05yxVObFmPYf2pDFe2sxTfYKIGKuZikhvqvsI16YC7SY8Ec52DifuIjKeE84gIwJeYeI5CFmAiBytfO+bPFer6jFBIslDCAkdCcyPutZwO0W8BIjx8FuZe5poh1G7yg0i6YKKkogYG2I/CrgJ43nZcgRa7i5qyNvtxuyHorGZqv7PJzfQHfO8Iwb2Rq1zE3SCYbQY4FvEzXlnIeWEV2VanJWaVhjZDF9BoRDpLouIpDAjik51fsbxhHN1SZlInbQPxqbNZ2jCe1leOc6h6A79htp5OTfvCoxiR8C59c3bJSXXX4uGkntyG3myi0c1zpZ6EVtWPRgT2hTfhmYLf5ffR2qx+STz4yxYOLSkiMXk6NR78i4/2fM3QnhO558WX2xf0c194FAn9Z9H45nmylo122kgM6/4+ZpVafk9v0FpvfuDStTMiY0v9XDpeOYLOaib59Haf955yajt7azZxe49FjbqSW6EqGWve92ujISVi4a9IcPsrRwB2JKWrLpIyRqBjvo/EcViwslg00xJ1qTLaw9GRhlGWxJBq8q4hyU+4KqR62+lfR6S8o+yULVp4HR3jPMhySzHMJekofZ+V48lF5D2MbBHtVqcCOEFb+4laBCBZ0YPxFIswcYhgN0IdAM2/BLUZts+DR5Vh3iWuDGtBcJk7GIAOQjF7qgVhmxjKy+azDOn5Ac/fveZT+iDlVBbf1WpKi+tnnWreOxePcKvnSs29LY5Gqq/om7OTuNTZbKzblgf6MgRYzBgESI/sTEZkZ4p1ekJLCjFoAlicOYlRXcfxnsJIRgrlmLKWjZbHtDqiEwEWM2/Fp2FWa/h5dm80ok0+Meyr1RizWktS38kke4DZrq3XiRnbPwfsTVWlaivgtT7vqlZ6slId3xLhEZ3odm4/jwKCOFTDrlAj+Uf7cxKwCSoyGsT6JK6tiojGrFKxbN1H8jia3fiZuNQvPPZ2lAu6q4LpqPhxHkmDSiXdo1Xr0uK63fbFk4KtVDbzdFqrnn9b5jwkn9ru1bhnb83GWAXB716IWaV28iep+vAOHb18LuDeYwN7ksmI9H2a+U/ib41KKvooFD2gc+EwKMOXMY4U4aLATwTztODdz0ByYuuOwV6Lp4T3CWQ+Jr7x4riW7UANub7HMy7XUf4+XBQ4QjDxj4FK8sd0aJoYQEvUvCz8ccS1iHZvYVcOiGtoRDBQhjkOAUGP1zk+BLIWAALlQm9yffSLmFQiTwiFTBcDeB0dWhFMF9R8dacraxxObp64Bkokji/jlm21X+bdziPR2qw80JehfPFDN8awa2NPa7XQ9cIBXj+8Ho1oY01EJ1bWj6FF3mm+rxGFDQGTRsPqVe/JBjuuCJfSzGQGJn5EiVrL7sXDZbSQEoFztGpdpr/SnwtP18Co0RFsKqFMSSElmgAe6kMIMRlIPLtHNtiRwh/HsKmtUlnSMB6taDeELNLpKWd4SLurx9BaLGTXeVl20OuZNJ3Es3tkQyJ/neoSUmahQmRh5ide2cLf1WxM93P7+Ofu+U6vL+0e8sIq8laXNK5UqEqxzu641u9MtpPTm2v44ptIkZAyk6Y3fvaY6KXrxg74knZXjnrlPAzq9SEGjY7dfiDPogfNw6zWoDeVUPPeDb7MmkH0oLnsXDzisZBXkqvhn41K+luXkkSgAN+lF391i55waAb5es6TCOwhiKtYmUgg2zAxDC1HCKaEMhwnhADs5DPXpADOaq3KeAMdudgIF+1aROMoYYeHRrHEPwgEFqHnMcxF6QAAIABJREFUJzGIO2IIw9CV2rD+BhO1XL4OvyM6+WV7C0m+Y4tCttwtGi2iRvwQQORBQRU+3T8RnWifU6nvIAqgfcHK+AcrPCpLSiHtuHyVh/aFRzEx+k2ZD/HL9G5ujGFPvYxdi4fzZFE+icnTyS1fmXEHl/Nt5sccrl6fqTu+RBBE6t+6RFKfT9BZLW4lE39KVr1zdqG2WfmmcXePZbPKBXeJ/Ncl9Gb7Z2ZRqWmZd5pNGWnsWzgMjc1K7MUf3BYQX3VyKWo8+A2VClJObXOUXezzEmZ4xJa6rRm/fwltc0/Ic6yUefZXE6nnub3M3DbLB1v4HqJKReWCxysZAfweFEZe+UpkLXuLq9MTCLSa/JLPvvTUsz5LQVeeqMrKBjE+ryuIIt/XaChzHn6aP4D+Dsn0AYl2zozOaim9VBcRjdZq5ur0BHvpNmsGAEbN44s/3gp98i+rrvqXDRXwExaf9X5/G8UFuDeZXZ9ThL2v8RxqShBJdPAUdMBaTFgQWYfF4+mkmajmDXRO6qbS7wei5QJWuek7hUAyMRHGH43gHEfS6U0xjxCxIHIQq6NR7h9KqrzLPKzEzBVspcp1v46OX7GykWDKO5LjdDGANqKK2WIAd8QQLGIZzjZcx9s9k0GwMOX7sXTfP57vDVX5kWBUgAERiwBFXfVEGS65EX6kkETdNtVt63Eh/LFaPUbFj0VEYGGT7vRMns6UtoMAnMzp3+6S5rOXoWxG9zmzi5NV7FaRF54KJ+XUdtpdOeommOfP4pziqAtvrttW9kuQQpmsNqWPkZuPTxbl0z1lJrnlK3uVn/BWn5ciL6wi09oMJGP1+4x3QxUtYdnaD5nWZiB5YRVlhIxyIfJH4kHqeYTf/w0VIkvXfejhWovJWP0+c1r0Y029Dk7v4Ute459tBpLcdzJ1b19hbvPeRI1I99vfw6TW+lR2/eC7BV57SlNb258zZ+tnbE4f40RWixk0l/zAELKWjWbZug8RBcgoRY5lRWQsr/x6khOV6siEuGUN4wj4D3xA0iNj/yfqqn/rUpLto1AeOBbEOC+llxViIL8hlkpwCwDWYZGlKlwX90/FAEY5EsF8TCxQyGC8jo6BaPnC4YgmSW8oy0tD0RKAQAMK5d9Lbm59MLDNwwlDitqiwGlCKHD0KEpw7hX8p+WycFHgKME+56+ZqGYresZhZBoBLMHMDsyMIoCOaJiPia8VczEYHZXO9WFI5rdYRQ0BGgNPpHTirWrHGIqO29ioigrBLPJom54uLWe5kb0mtx3ErlpNuVHuGSdiFNgX1pFdx5F0agevnsl28x6WylPdkqfT9MY5n5wCpa+zsnwlSVa803kUO2u/7FTf9uSJ7BrS8T/AYnYivPnraSwRw5TyE2GGRxTp9D4JdP54U0v3LNhsiCqVbEwvfQb7wqN4u0savX7e49QDWRURzVoFUW5s51GEGR75LPFMbZ3K8sguxF76gf01G7v5cm96sQ1bX2iNSaMltKQQo1pL1wsHyHrBzoJOPr3DyePbW+SFVaR78gw2ZrzjNGehhkKqPrzDzbCnyQ8MQWu1EH/hACpRZG/NJvbnlBRhUqnpcvEHhh9Z55MYCPBexzfZUK8dgRYT/U7vdOtHrGoQjVFtl9e2CGrU2Ai0mHigL0Og2cjzd/P4wofDofI7eaJSHZL7TsYiCvwy6y/m+fxXjmIEFmDiIFZ2E8Rc0cRCxYI8FB3xaFGBX43iXEF0ajIrnzMCHWYgxkWXKBeRcdjJXVvQ05ti4tHK6qYS0/hlijhPiNPvs7Ab0lzAc9Mb7GijdAKZ61iAR6KzQ2gVY/CmJquMN9ChAe6IITyhGNdYjHxOADsI4muX+XsDHYPQ8Y5DF0pqboeLAi1R01ExF07EwbobwaZi4IZvMVr0/GvZd/zSryeWWvupjYoSwKaFsPgSypicG98nKtVhTUQ0VgHKGR45NQyl5qsv72FpYb1erhJfZM30Oh9gb0bHDJqLCLx6egcPgkKdJCv212zM+3sXMrTnRBJzdvPqmWzKKfybvYUkcmdyMRryVIbyRG4aGT+OOVs/c7JMnebQd1od0cnrwu9vA75bykxKtAGUqLWsiehISEkxkSNX8NChW9XhymF212xKRmQsJrUWndVCv9M7nIhy2bVfJmvZaJ/X6ndmJysadOZq+aoefbmb5eUQf+EATxQXsKp+NE1u/MzmF9s6WWUm+KGku8Ihi51bvrI8ZxJAoGXeafps3eV1AwFwpXxlYgfOYWvd1pjUWq/EQLCj2bJeeAURgcNVX2JtREfy9WUIMzyiSv5tRAS+2vwpV8pXZVarZJJObndiWWc0iCWh/yw+z5rp1l+TTmRzN09lautUlkXFY0btUEf7c+NvnRhU2BEzuYKIXrSjlA4RzJMIPAIWY6IBhdTGztxdJpqZ76VRLO22F2HiJ4IZLxrlxfF1ByHuq1LQTYtEM/FoSROMTokF7AvnI+x2eNJ/RY578IZCktBGykZ0P1FLCxe001xMHCaYrT6S3xvoyMDEZy67+2kE8DYlJKBhBDpGoSMAeASsx0RjCmVZbum9XX+WBAsXYqYFRfb3r7eM3qLI2o2LEW06vl25CXXPFL6ruxqr457fVOtYqZ0kozdWR0SzskEMkbcucLRqPR7o9HZs/dk9pJ7McltYXRfV8oYCqj24xdzmvf1G2JjUWgItJnolTSfYWCzr5+8Lj+K+PpSeP++l6sM7vNZ9AmsjOlKkCySjQWefO+X0yFi0VjMhpmKnJOK6cHtnGXd2QlwpJaL/0WkEe2o15UbY0xg1OgIsJmrfvc67B5b4hGQq7zlfX4apO76k5897ZeP6NRGdWJj5CbXu32R1RCf+XeYJRh1axb3gcvYau0sj3FUzyNu1inV6rpWr5PY5vXztNLuea0aA2UTiue/YnD6GZQ3jeOHuNafE6Y/k9/qIjny240vSuoyRT1uleYIrpVe0NiuhJUXcDwot9TRYqeAuRQFB7F04jOUN47jh6JGZ1XbfhC3L35avn+GBZS2x5AckTuKbjZNpfPM8t0KfJKNBZzIadsGg0TEqfhwJFw4Qf/4AG+u2xbOJ5n8Xf/tSkoRIksopAO+ho59jgZN2xsex8C1B5DvKMa6aQVJoRCjBjta5h8gKzGzBzDaCqUdhqeUaT6gjsGsnJaLh/7H33tFRVev//+tMzSQBAghyQUERpSdAQIpKhwRI6FUSgjRBQVRAUEAFEVGkKCAqNSSR3hMgwKXoRREMkFBEQKSJckFq2tT9/eOcM0yfwev9Ldf9fZ61XIaZc87sczJ59t7P8y4mJMoi8QeCn3EQo7Ch2/hQSJ0tjBSDmyaTTXgrycL95LwEq9euaRQGJmFmruTdoG4itGwnHAPwAWbexeh1fc9S1TURSVPl31WFH0VW9ZkcS+b8plTkL7eDOYmjyG7wpeIdoWW3COeK4x+8cWc4D1+5waFH6vB87g43LaJV0e1ZHROHQ5LYvOJ1qtz+3a9u0aro9iyP7YzWYScrBKVTtYySU7EGKb2n0PnkfjcY58a0MaQ2SHBT7AxWDkrqO43KN3+j7rWzlC+47VztupahQrnO4B5v0/H0v9hQtzU1r53nVPmqaCQYkJPpVkZTlUaFJPksNXlqHxnsFp4/tsMNveWpU6UivjRCcDcsgkhzEb2O73KeU/319ewMAZ3TNXk2RXoDg37Y4vZ7Wh3dnrT6nWh6KZcvN04HoMGoDJ+rdLV8+PzR7QEVWlUNKAFB0VuuJRv1Z3/aUZ735KnX5FkCHJX4Bo0vHw+4eHi/5Quk1e+EWS9P7nZJg95uo9ofV5i39SOnfEjcoAUU6/Rc+ItRSf/TE0PhuyWdyXq2MPIPNLRRTHtcpbCHYGCEIoUdG0JyP0gE5T2Su12UCAiLhfuwTr10z+11FWLqa8U+Aj06JLTIO54/EKzEyiasbCTCa7yB+gmqaKCrYN4lHPyAnZeDQFmro6EZWiSgscf1XSejeKEjC5PzWYQCle19dBBrNi9CxUIs6PQqPRsuIQMrkUB/DGgd8EFhMokr9/hNlD2TPuLszK78Wqp88OTc5z00QlCkN/qV9XZNDgAftBhIRr14slJfZVV0nFOae010O7eEEUhqeXVMHPWunqbOtfOyA5dWx4o1bxN79bQbHDQU6Om0VoNIbZCAVgiEQ6CRcCuz+LrnlJxMJnyd6nzd3wTqq6TiKUinls88J+hZWbN5JXEcfXOzA/cYmqeQVr8jK9b6F9tL6jONHctGcr5MJQb1fMerp6RG/VEZtDt70NkbcIWSustYf4LeYQtZkO+Lje87k7rcIA7co5neciBfP1af65FlFGOgIkAwac9iyhfcYkyn17FqtCGL8r3gMWG6PuNnLxyTe1VWy99TdluSpHhJkn6SJOmcJEkTfLxvlCRptfL+95IkPeby3pvK6z9JkhTYgf0BQy3DgAylTETnUwp7sQKXlIAzRHppIKlSEr+LSM4QSQQSN0UkS1yOCZWRfE+5nqtN6G7CmYSZ4R7j+kbxj/4cC3VdpDosyFIWvjSZfJnzqHFeElRBQ0PuM5eroGFWCFDWxmhJxYoB2TnONVRkl1rauumC9ApF2+mHesv4vMtLyCIm8PLNR2iqyI10U3pAQgMTI9KILf+zz2vEXj3ttFIMBTKafCSLTqe/8Svr7YtV/HzuDqf9Zd+8bC6XephVMXFeJZpAUssa4WDaroWM/zqVJeun4pA0pPR6l+ktB9Lq58NOOGio6KZSxQVkL32ZMsV3nfLN/u65y8l9rHCR3w6kfeSLads3L5sNtVo5z/Fk545Xznmpy5vcM4aTHkRSJL1BRxJ//DqofMSCJr0Y0+l1SgYwHLoTFsn07AU+bVHVkGWsTdwylaDSnX/71eNSdaVuhpdkcI+3+WjbXACKtQaWx3YObEvbIIGY3846jYEyU0eTdHQb01sN5tWEsSxa/17IonwWrd7r9zLe5fdy+JFass+H5m8oiSFJkhZYAHQAagH9JEmq5XHYYOCWEKIaMAf4UDm3FrJHdG0gHvhMud5fEnZkbkAToSUJvc8egCoV8SVWGijJ11UDaZIweHkf1CWfz7HSHQNHFAir6yTkL4ZjQA/kEenUGmqNllQsXmUcNcn6kup4QzLTThG/e87jV+jLnc41PHkbD+I/vRALZmCQx/XVyUjtLaS5TE6hXn9ova+YnThKfuG7sZw/OJqJkpkEUYQdecqwSGBOMEJp338I8WcOkF6vQ0hJtX/uDvY88bRXInyt0xjeaveSTy0mV/vLinevc9cUyays2V5ic4DTwlJNVOszxqEVDua6IE5ir54mJWcrHX86QEZMB3ZVa8LShnLiCdWO81Z4Sarc/p1b4SWDylWMOLQemyR7WU9rNYj5TXs/kEyIXD8PC3pOSs5WXvhhi9PpbVqrQT4hogiJEYfWBxxz8tFtbK/+DE0v5uKQJKfYnmeEKnQXVXQPo83K+jqt/epxdUuexYbarTDYbRTqjbzUdQJdk2Zhslt4d/fnDO7xNu8rsF43L/A+03j963Q+zJ7vlcyb/3LE6ez2ZwUBXZ9xn9ydfNgihbifvsWs9S+Y+Wfjr9gxPA2cE0KcF0JYgFVAF49jugDq/nUd0EaSBT66AKuEEGYhxC/AOeV6f0lIwOsUsYNw+mJgG1bnyt8mSnBdRLJKMenxp4E0ASMjKPbaZbwlmelAITYgnTAKEQxRJiFf0URoeREDAsEnWIKu2D0buJ5xULLzGRbeJ8ztdb9mOkLiQ6Un4bqzCZXHkQ98SwRlkdAA2zHxmcJViAJGY3AS6Vwnp1CvXwz0b7CC8Qmylj3Zc2DtSr7ftIz5dgd52DmDHZtGwpZs8rnacyCR2iAh5Carp0Rz7NXT9Dy+mxMVnvBpTu/6x6ommWcvHKP1ucNOLwh/kVEvnsRT+72u2S8vm11PNqHQaOKH+Uks3PQBQ3tMJsJSHHLyuBhVIWRylFWnQyBxpmzlkFVQVYLb1ZLl0AgR9Jx+ednytY/vJjN1NNciyhA3aL6bCU/bswcpMIaFNOZ8YzgHqtRjxvZ5rI1u53PF3vnU/qDEslXRcXQ/uZfHbl5hWuuhAXdK01oPReOw8d6uhW7mQuULbmHXSBx6pDbdkz6mxpgNdE/6mMOVaqERDqrdvOzzs12Vf0MhCq4MIr/eNy+bn8o9Ro+Te/4rBLe/ApVUCXB9GleAxv6OEULYJEm6A5RVXj/ocW4lXx8iSdIwYBhA5cqVQxpYGPLMp1N+XkO4GzLmC4zcgIDJd4GHt4Hn+18KKy3QokOGpm7FxFJhdZPBeBEDg9CzXbH+dC2tqCtqTx+IYiAa/xIcIJd4XiaSJkLrBgttjxYBjMfAaAxyKQawAv/E5gZdDRXKegcHJiQE8k7sDA5SMDAAA59hIZp8zhDJKAz0Q+8kuh3HzhAMvBXg+kMx8IUyoQyOXcLHQsvYrE/hZF8A9prLMKrnQNCZ2SRZ6Rql597wMoR9a3FD66yKbo9WCDSKgmgwyKgvF7fkY9vYVLuVz3PT6nfErNMztfUQCvVhWLQ6qo/ZgN5mQ5IEcWe+84+MqduO+ZtnMLX1ECf6plRxPo/cuUahXp7cnx6ZRteTexU44gtB0U2rouOI/fUU3ZJnOclRwWGyFu4ZIzhZ4YmQVVD/iCjF1NZDKNYaMGtDm4D+iChF1XGbnf2bzqf2s6VmC/6IKMX26s/Q/JcjDzBmK8/n7qDTmQOE24oZ2mOyV/+mUGdkZb34gBpQq2PaszFtDL9FluW5C7mBd0p52fwSVZEPW77AxrQxtDl3iIE930FoNCEZEHnek+sOMBQk1RplrIGesVln4OvHY/8rBLe/YsfgaznoOVJ/x4RyrvyiEF8KIRoKIRqWK1cupIGZgVmYSKGIIvDqLySg58sQ6uvBvA2qoeExpbE9nGJ0uEtT64DhFNNaafq6llZuIBiAzqtcFUZobOUwYKuyO3hD6MkhghcwUBaJ6whWYmEpFgoRGIG26HjZZWcTrPSkQlmzsDnlxptSwD7sCGASZt6QzDyFliJwu4csLBiAUUF2UoPRM19Bf02UzKxr+BmzOr7mPCb7p05EZKymtln21BASPGm4zOj666giXXPbsqevnoTGYSfDT8lBjZUxsoibp+SGr50EyH+sG+q04YuN72O0WdhcuyU9j+/m/Mwu/DSnBws3fUBSn2lM9ygxzFDKJik5WxjZZYKzdLFo/XsIJJpdzGOnIq+8MW2MU1q8/7FtrK/bNqh3w8HK0Sxa/x5PXb/ot8yiRkZMPJLDwa7Fw9mQPs7ZkwkUV0uWo0zhXYw2CxvrtHYaGIVyjlqeMWv1bKv+LEgSkhAY7VYezr9Jo8snvJjjrnExqgKvJMrw3YVNetJgVAbfPFaf+Ztn8Ed4SRJS5vLU2I3EDVpAZs3nsKKhf99pftnNamnw+8p1QlJAza1Y3VlKi716mqq3rvJ8EHtRf2x91/KRK7vbV5ktqc80xivS8IGesclqJr1+B4r1gUvYfyb+ih3DFeBRl38/Alz1c8wVSZJ0QCngZojn/umwA19i4Rm0LPDRX3iQ+nqg91UpiXGYScXEPCw8Q4EbHyIVEz0V0x1XBdIsrMzGRAcPOOoN4UOp1CMqK8n/GQr4jDCexcCnWFisIJueQ8P7hBGDljDkidKO4BR2dhPOQmFhIRZeoNjnTmcEBkb4gLK6qrJuwcQxYWMFYW6ENoAWCqdC5YksFt6Mb0+eCMg7sR6NFpIiBKnb5cYfF1pzIW0Xb/TvwAbTXXZL4fwQJWg4MpKIrUVwTN7RqU3W9AadiDt7MKCCaOdTX7spVcJ9uQ21AamqX66KiWPyPxfR7NJxml06Tttzh0jqM412576n2aXjtDqfQ7FOz01TCeIHzcei1RNuKaLajcvM3zyDkV0mOFFSF6MqMK7Ta17m8p44+vH7ljG0x2TiTh/AptOx54lGTqSLXZKo+e/zNL5yitirp5mwfxmDe75D+wD3nNYggbZnDvJV/Y5M3rOYXsd3BSTEgVwC63pqH+O/XkHbc4dCdqHremofOuHgfJlKbK/xLMlHs+jrgXo6XuFJjlSsSbyPndbeqrG8ljCGXnm7+HTrTOd5K6PjGNH1LeyShgFHs7wsVFMbdOKP8JJO1VRfZLRbD1Bq7JuXTY/+M5m8ZzGXoyrw6daZwH2I78barSgwhKERArPWQKnifHlsChpKPc6s1bspzqoAhXaDP2NTrVZuY+10+msulq4YcHwrY+JwIGGTdIT9F0pJ/zFcVUn0Z4A2wK/AYeB5IcRJl2NeBuoKIYZLktQX6C6E6C1JUm3gK+S+QkXgn8CTQoiAVL4Hhat+S4RPCGeoUhH+uAfq+98RgR4JG4LxmKmDxssa9HkMtKGQ3ujc4JuLhZGb4CXJMVuR4TCD27VUH+jzknBKdSzAwhEi3VjXrqQyV2jucAwMRM94ihmHkcpoCANuK7yJx9FQRillORCkY+WlIHIhrdHyT+xekFRXGKurT3Q5haeR7oMn4vXcDw2E7fPuv1HuBCS354MSNxmJgblYeE0YiNhSDMfkP5CLURVoO/gzIizF9Mv1liVQse2qgqgr5nxaq0Gk1+uIBoFZZ6B04V1a/3wISQgyazZHK+zkG8IpU3SXR25fo0hnIHv5KwBOuKmqmBp/+gDbajzLcxeO8uida07oaagqqGadnnvGcLJqNifJw4f4q5h4VsQm8O6uz+lzfDcANV9bA2hIPpLphud39YLuemq/855D4lz0mUaYzexkPT+Uf4tLpf9B2urJAcsp8zfPYEPtVmyt0YL25w7yXZVoL+/jG+FRvNDrXeyShn65O5wSG4cfqcWL3SZ5SWm7fsbgnm87OSuuMSpRFunzJ/mtqqQa7VZuK/fkC6qswlW/WzjQ6eut8ky+ebw+Yzq9TtOLuRyoUs+LV5NeryPr67YhJWcLqbGd6ZubzbMXjrotDtTwpVgbqjRKuzPfsblWS4C/HK76l/AYJEnqCMxF1pBbKoR4X5KkqcAPQogtkiSFAWlAfeSdQl8hxHnl3InAIMAGvCqECCyVyIMT3Mz4Jn2FKketA8b4OUb1T5aA5ynymeRmCiPx6KiAxFqs9ELvZCv7m5xeEDrmYXLbAajchqHomY6FtzDQhAJGKhpN6uQSjFSmejRLQC9FosNz8jmBg/mEhUTayyOSaB/H+bs3fyQ813DjfHw3GrKVnYPhLgxrRNWyZ8khEh2wBQudhYHIFQVwweHUItq9aDhf1e/o1MbxxLZbNVrnHz3cT4QfZ82h05kDXmNSSWXr08eiEw6ZLNewM59t+oBW53OUOryeMLuVTbVbcSusBDqHDa0QbsSyUOWr4wYtQEJ4MWRdx+Na0646bjOpq99mZosBnH2oCsV6A2FWC0/euMiE/ctpdum41z07tY+O7yb52DavCfRWWCT7Fr3o1sdZ0qgrGuHw8oxQ9ZLUhBhVeIfrkWVJ9ljZu3IkDlSJIT2mA1rhwK7VYdHqiDAX8XzujpB1rLyf23xmZc4h55Gabmzq+r/KjPneeTvdJtlAnA1XragGozKcu7/3sj9jctxLQSdV1++SL37LW3EvU6bwrte9+uPCeC5s4gYtwCHgzF+slfT/C4Kbvx1DKAnU09vA8/1MTJiQGBDkmKddWNc90aNHwojcZPEkxoU6rlEUs0yyeiXgUCe8lzEQBl47EfXzyyKFRNoz45vc528cf2qn9t2rMlIJoPNgdPWXUkQJzMhQVgn5h8iVRVy88dADaduvzxjHqug40hp05LlfjrJw8wy/53gmJHWyaHvuIDueega7VsvAH7a4lU1aDvvSjZgVqtBe9TEbGXpoQ8AEOaN5CtYQ/RIuRlVgftPebK3ZHItW71wtt/z5MEN6vkPJ4gK3CbTNue95JfENLxHDnIo1GNTzHZ69cJRvHm/APWM4RpuVfse20+7c987EObbTawEJd+rOYlTn8eTMT3KypXskzfxTDGM1ary2DgkYcOQ+A/zQo7WD7kLUSfZGeBRJfaZRrNMTaSnm8Zu/Mm/rR4xOGIOQJJ65mEexzhB01ze9xUDsWp3b5HUxqoJTyO9meElM1mIk8NnQvhhVgY+fTWLXU02wumg0uS5snhq7EZ3NytlZf+3E8D8tu+1A5g74s9p0hXZ+6MPkfjfhSAhSMXl5H3wgZGE5HbJUxELCvOChHynHJCk19KfQ0hk9C7E6CWu+4JyhQlWbKb8+z15JKKSyL7BQgPDpXa1+fjAvC5D7HEV+jvPX2A5EwlPDy5ui6Vxor6A0tiyi9NEXmP3DQPJ+jWWLIjYoNILCfia+btmQR2/9HhQSmFa/I3fDIogbNJ/Fjbpg0eiYECAJgzt8ExSI64nd/Fi+KjqH3aekddnCO24N21Bx7Aa7JSg3oV+IfgmqnHeZwrtkLx3phtt/pfN4wqxmL3LYN4818AmZjL16mueP7aBC/k3yPunLuvQ3ABh4JJPd1RrTNzebnEdqBvU+7pO7k13VGnPbJEvMWBSU1INwODzjYlQFdMLuZY+5u1pjko9mBfbJyN3JK4ljGdhrCu/u/pyzH3cjM3U0z1w8RpcBs/mx/OP8VO5x+uTtDIkr0/KXHKf3tgqpTm2QwIAjmfywIJm9i17EZLUwb8tHPuW+0+p3ZPdTTbBptOxZ9KIXaU9FbIn/83x+sNACL2GgnKIJ5AsZs0OyMYJihqHnOwVJ9AORdERHMYK5WEmggNLAESIppgTHieRF9KzHQgMKmCZZaEIBlZE4rpDXcojkJQzsxMpywrCJEqzDxC5sLFJW5nYJMnwkyVAS++dY6IeBeKHzmlxCbaqXQfLpXd1f+fz1WIKS9oZi4AR2n4ne38S7BSsvBUEqDffwpmgpNHzf9HPeazsZ0HB9y2LGZ31K+xVbKPNLa8IACQmHBnpFf80TZX4jLYgu/oY6bdi15CVOz+6JXaPDptX9qYSUfHQbl6Iq+CV+eSbsUHDsafVy9H4BAAAgAElEQVQ7Ypc0IY3nZngpGo5MY3lsZ5Y27MyoxHFuaCtXhrMvL+El66fi8EBo+WJ+u4brBBl79TQ1/n2er2LinQlzS60WQZE/ffOy2VKrJaUL77K3aqwTvvqfEMBSGySQfMR7QgolkffLy+bsQ1XITB1Nn+O73dBuS9ZNRSPArA1t8vLlve3JsFe/S55M+epjNtAp5RPskoYl66bQ4/g/SUiZS71XvnJjaH/+dHcQAo3j7wlX/duGEbAgaIOe1ylii4+V/3RhZCFh9KOYhxWT+4bIxLMEBd66T3KQjpWfsGNG5kQYkeiFnjNEck1EkoGJDui4hINZWOin+CSfQzjhm9HkcwHhZvizBasbfBRCT+xGYAVhZGFliEtiDpVUdsPjMw5KdhZjpazy+dOxMDhIAh+FgXPYGeYH8uo68R5UnOyyiCAM2EE4H/kg4WUqjInyytdzkjCQSQR7sbPsmfeR2kwAhZ2RbylBt4z1bP2pA4UIjmPHIQnmmT6l8+9fk9Rnmk9IYP++09yYzWWK7hBVnP+nEpJKwuqXl+3zHE+Dm1AMbzLqd0QSIqTxRFgKleTTleylI6lw7wYJKZ+wum5brBot85v2plferoCr5aSj21neIMHJ4vXF/FbjYlQFlsUmcs8Y7kxUFe/eYHmDRCe5MORVv6kErX8+xJhOr1Pv19Ok1+sQslOcr93Mllot6Ovj9xDqeIr0Rp/3rMpzGG2WoJOX60Q8cd9Sv1Ijhx+p5fwuqUz5Lza+T1RxPlmpo3lnz2LMOgO7nmpK0tFtbF7xunOCMdosbKrdmkZXTqIJkiv+TPxPTwzFwAashAErsDkbta4cA19Wmyo/QC3luCamuuRjUGQxFmKlGMjAwjfY0SKxDAsjMZBOGG0p9GJMu67MXxA61hDOdmxOLkJVIT1QYl+GlfJIbivwUEo1Q/zYiC5WZC+qIHFeEvSniK0+Sm0fKaW2qRRzDfmLtNuP3ag68ZaX8tFJ92hDIQUIulLAUJcJ4wiRDENPFBIO5IkjQxiZgJG2FDJBeZbiuQ95svUkVEVWsz2MbqszqJPXlb3YKUJg18CUh5exY9lIhKRx0yz6I7wkJovZjYXc+dR+Kt+6+qcSkrql95d4VNx6Su8pTG8xEICPts1lcI+3md5ioJe0QnKf93AIqHrz16DchJUxcfQ+vtvLjW352nd4t+1wqo/ZwNaazYOXpHJ3sLJeB7omzya9Xkfmb57h029bLUmZrGZ2Ln3Zmageu/0bkiTQOuwPtOo32K1srdGc9j99y48PV2VtdDtir/wYdOJcWS/OuZtxZcH/EV6K7kkznZpHaoQ6HmMA6Gfy0W3ohIMMl8nLk4HfYFQGffp+QI/ju4OW0T5snkLrnw+5/e5dJ2TXCcazPKlydo5XeBLH/5WSHiwcyn+qDMR5SXBHwf2rkhRjlGTjGpUVOCXIJQzPxKQm+QmSmbYUMgwj27ASTyFjMcrQrCA9gnVYmaPIcfSTimisWHAeIIKSCqw0UKiJ/QsstEbPLmVy+UAYA3svc3+lHwVePtaXEGiQS0QAZ7CzBSvD0HNcKaXlEEkbBYk1CytjJDNlpXyiyUcD5CjH+Zt4D0p2vkT2piiBxAHs3EOG3cYqu6uGFJCBhUSF/Ob6LKsKiQPPfcIjrd5G/go7QOi4vjGNiYcHk0ARxRKYo7RUaXjTTbPohwXJlC28S/dTe93uO+VIJr+UeSSg729OxRosa5jIhtqt3BKPaq8YKPG0Op+D1uHg11LliR80nxe7T0ISgoOV6zqlFXr0n8m1iDLYJQ1mnZ6Je5awokFCwPGsifZd7nFqFuVs9TIE8hUyk1ZPod6IWW/gxW6TvJJroET1xtcryFg1CYPdysKne4RcLmt0+SQmuwW7Vkv/Y9uZkzmLyXEv0eRiHoN7vO3D3nMQg3q+g03Sygidum0V5rdMHPTl7Q2hy1Do7f4nhop3r1NgCGNlTDyxV35kRf1OdBkw201vaWPaGAqM4UF9qPvmZfNT+cfYVa3JfZHFBgluUiyhiEH2y83+r/QY/qdRSeblidgu7Ocgdo5g5w3JzDph4jyOgFaeM4Wc3F+XzHwvwtmLnQlBED4t0NJEKnRafAaDefrjL0DocNMmColOhXV6cgWKkW1GXc2HhmJgsMJjqIaWoQrBTE3cVYXECSJxILOa31Ia0Z4y5a9gwAQ8+QAwVc97VFnhYUhe5Dg18kUJLyisG9pp39uwbwryEkADkVdhZE0+MJplyXIhEXHADP+U+xWBZAtW123L5HYvYbBbSTq6jX4uMMGMmHjWRMswwWo3rzghjiO+W8vs55Io0hsoYS50mga5Sj2rXgd/hJci5YethNvMIclpl7AU8djNK/xY/gkvbkJa/Y6sq9OWOVneTl9qqMgdJEJC+SSmzGVr6qs+JZ5VOG4o/Iv0+h34cPu84HDOvtOQHA6n9Llq0akidzbUakWB0YTW4cCs01OqOJ8inZFZWXOo8++fmd+0N5k1mgdFPqnSEsG4AQN7TSH+zAFmbv/U7bl4elW0OJ/DgSoxCEnjlEx3jQdBne1dNMx5z54oq9BhzfM5PetvyGP4/zpCnRg4vx/LikSnOmcKRXyhiM4F8jDeTTgJFLBPcvhMTJ6hYvkjleR8lsigMM9gyVO17FyOf1e5HZItIAGvqpBIx0Q0WjdTIldSmesko5LmXkbP19hphc7NO9rXc1qBxY0A11Jo2E4EdzwMj+bjbXhURAmOYGe/Mmn7Cl8+F17Pbu+7sP8dwA7tx0GzOVQVMhAgDzsxQovtpI55N7qwLrod4/ct46dyj7lh3Duf2k+x1sDRitVxSBJXS5XHqtVj1umJKrpH95N73bT94T5WfdS3Kxl2aKMzmX5VrwNNLuXxXZVoLFo9yQo5rXvSTISkCdkLYH3GOFZHtye1fkfCbBYKjOFOVzYBLF73Hs9dyvV7HZWzkJKzNXhCV0xsPHkB6j12+Okb9jzRmM1p3qQyz7F3TZ6NhKDJxTy+rRLjRTL8KiaetdHtGPHdWuY360OxVo9Fb/DrteB6P9XHbFCIizu4ZSpBORejI1/hCi9W2dQ9j7v7Vbt6Me9Ydh/iHMirYkWDTn6hzaEm9A4vzENvtzE382MOVInhtxIPsWDLR85jHsQ//Je/2Kjnf9ra03xqM3Zk8aXLOFiKiYVY2Ifdr0TDSxjIx0F79OzDjInQNYvihY7d2O6XrgKcF6zBvEOy8YwoIJdIkjzIZ01ckqIXrNMlzkuCJFFEjjJp+YqDkp11wspXmHhC3Gc9V0JiRRCr0oVCRi2tUCxDJwkDEzAyT/GfdiXlHSSCAeL+zkTtkTyGxtmo9xQSvIGgEFlafB/3/zi8nl3Ld2XDhq8nw66PIOoil2puYO+5tpyouoO6GtDXtjHAvpOHDt/lw5YveNllropuz8qYeKySlhXr3qbZpeMKi/aGXyE7tVzzR0RpZ0nl6SsnWVkvnqiie2gcgoy17v7Ey2I7P5CcdqMrJ/mqXjzdT+6l1fkf2FmtCVtqt+RWWAmG9pxMi/M5vOVHV0et4RdrDWyo3TqwaFu0b9E29R6/q1yXO6bQ7FDvhkWwZ9GLjEoch1WrZUmjLiyPTcSs01O66B5dT+1zTo7XSpThh0q1uFT6HyEJ6pUpvMunWz9iUI93QHGkCxSqpMWAI5kcqBJDkc7I3qoN2Vi7NbdNJTBZinFIEoWGMMJsVj5+Lpmx36QBwe0/B/d4m4tRFbzG3DkEH+qV0XFU//cFfilbiZGdxyOAyrd+czumTIj+4f8NddX/7R5D3mocyBNDGSQsCL7EIttGutT0XRvRXSlAQmKIUqP3h9F3jcpI3ESwFpPT9jMDk1f93jXuhXBdG7LeUzeKfPZEVAG6BQGgrZcQRAb4jHiho5eyQ2hMgbOxvhs7vdE70VNquJoWvaYot+7AxCaXJrE/CfMVhDmfidojURFQqi+GqwhfMwpYiIWNLigu8IG6koBWb8Oz00HoYN0qTFkLSMjYwIT1y2ltt5IvCbbr/qB/k12s/n6iTwOU9NWTMDqspNfrwIfNU9j1ZOOgtWJXHoFag1+ybioR1mKez3UXXEs5konRh3eDZ1wtWY5wSxH1R2UwouubLFk3lWaX8hjZZQLhNjMb08ZwVkEgVb79O12SZztr6a6RUS+e1ucOYbJbKDCY6N93GtNaDvJqdg/u8bZfBJJ6j7+WepiootBQW1FF96hy+3eulirPtuWjOTOrOz/O6cn5mV3ImZ/khsVPPrqNK6UepuvJvSFLUTe6cgqrTo8lRHjxHxGlSEyZy11jBIvXTSX21x8p1BvR2630y81m+/JXODezK9lLX3Yiuia2fymk+r4vwbxQUGdrYtozN2sWS9ZNRRKC2r//zIWyldzOCaUvkhETj/Q3VVf924bRUoABCAfKIlHaZaV5XhKMkcz8Q8p3S7r/wkEZJCf+/gYOL8cyzxiCgTSlXPKp4rb2DXYOeSQ0NZoIraK4Gvy627H59FZQCXgfY2YkBqfHhKf7nC9YqhqqGVCiHzOgBIpYh8npVOcredcln8+w0lrhHQTaYSx2geYOUya0G4rY3wrCfLrrvaH4XqS7TCo+UVcS0GYiPDMDHHryc4ah1xfAqd4cWrWBBVYd94C2UiEV4/+Ax7y/+vIf+w72PNGIGxGlsIQoMa3yGlybhb5w81Vu/06L8zkBFUVBbspWu3GZtue+Z9APW3io8LZfp7WJ+5axZP1UN6c1UNVXO/D1Y/W5VKo8WuFg6bopCM19hFbcoAWsaJDA+vSxfvsUrvfY7eSekBRcK925BoQOEb0VXjLkZDrgSKYTMvwg5jx5n/Tlox3zeO5SLi8fXIvJZiFj1SQvOKmK6Mp5pBbPXjga8NqeZEc1VBTa4B5ve0/ELd2RR7FXT/N87g5+fPhxzDqDotArI9WeP7adr2ICgyHWRLf/P1TSg4ZVZ8QK3ETwB4JbfmCgrqvgYkVmoT1aelPI99gYGQTLP0RJcouw0A+9W2JdiYmWQuOW0DMx8R7FQUleQ9EzkWJ6U0hLtE5U0HdEoAVysDGRMBorCCFA8WTWOielEQrz21eEwrCeh4UayvUyFBSVL9MiM4IvgpDyFmNhEAayFMb4OAxcxcEHithfoHEsw+rchX2OxTdvQgLavsk/mn2MEDqsNgMY78C5DsxI30JCcVm5BCZZKEgKh2rek3by0W3oHXZ2PtmUEiFKTIcraqyuk4G/pPjWvmWsrevbbAZU74a2zM2axd4nGtEnb2dI6JTeuTudPARVZvrTrR+xfN0UDlaOoeKda+x/PNYNoWWyFmO0WeiVNNPL2tLzHksW5XPXGB4SSupyKfn8ByGquUpReyKRprd8gaQ+07gVFkmPpJm8kjiOpy8fD2lFnV6vAzaN1u3+QnGu6390G7uqedrKuIc/9jXIKLSOp//FoUdrOyfixJS5HHq0tpcJVP9j27Fpdejsdpasn8LhSrWJHzSf9oM/wyFJpPSewgw/UuIfb5uDVff3dHD724ZVo2U+FtKwcgOBAclr9e9rFRxNPkXIxj7LsDMDM7sJ91q1TxdGtmByykZ7SnTLq2QLWxScfg6RNEPL0xTwkWR1XtcfRyASiVNEsoZwaqJhAEXopHs8LOUzHwsxaLEi2IfdyysBYDVhimuc7wiFYb0IC1XRkI2NJQF2BKWD9ExALmuVBDZiwY7sHf0EWqLRMl7Z9bjudlxjIRZqoyWPSH4kkkjFCMiLN4GRY22n8FjT2SD0YDFB+HWKLz1H79RtkF+OhVhAK1HcO8zLJlQlq2mEwKLVBfd1iI6j2o3LdEuexR8uk4G/pFjl9u/MyZrF0B6Tvf7Yp7ccyMBeU5iTOYsqt393Ti6hsnZX1utAp4Gfkl6/A7fCIhnX8VWyajxL4qn91Lx+wS2p760ai1Wro19uNhvTxvj1vga5gWvV6ShfcJt3d3/uc+yuiequSS5edj6138vZzhP3n5DyCRXvXudiVAWfDOC4QfM5XKkWS9ZP4awyxqcvn2B/1YZUu3Ep6Ip6VUw8X2x83+3+ttZsHpKf9hZFudRfyGZPvlWXcyrWYEeNZ5i3VUYarckYj85hZ97WmV4lu4p3r2PV6tE57FS6e52NGeNIXzWJqOJ8tq54jazlo7Hq9HRP+pinxm6kR/+ZWHR6NqaN4ck/LmO0Bf4b/jPxP9181ljy+RILlZUJIYUiFhLGJqVZqpZSPGGh5xFMxMxWxW+gCQW8ioFyyD0Jf41gX2WbhVh4CQP3EOiRaIyWb4ngKyGXnv6FjRmE8TKRmJCNbgQwFTPrsLISEzXQ8gUWN5G+iRgQSCR4oIZcx76DcP7AQW8MLFXu2TUexI+iDTqa4e14poZa9w/mH1EM/AGMpZiPCGOpwsUI1KhWxxGhPJ9ZSnNbC7yBgTwi3VBXTaUCLrQfIz/Ig69DcUm0kb+S+3sMbEjnUnIcYUCxXsLczoBxzX1E1NWS5ShbcIf1GeNY+HQP0mITAvs6KE5bqvDaoUdr0+zS8YANSDUBvpI4luUNO2PW6Yk0FwLwxcZpNLt0HLg/uYRakjHr9CQfyvRSDt1QuzVmnZ6+uTtI6jONLif3sqP6M17CbZ5+EBvTxnCi/BPsfaKRGyS0yeUTrGiQ4PQ8MNitJJ7a72xeq3ajRTojm+q0cjrbuaJ8PBv/3ZJnOWGxk/csZsCRTLokz/bpWTFx3zLiz3xH/77T0NntpPSeQt/cbDekUVr9jqyr25ZPt37kfJ7q/X3euGfIrOxA8VVMPBaNjuktBnrJnK+Jbs/H22TRxxnNU1ijKKL6AwmULrxL95N7nP4grqY/k/csZvKexUgOB0KjcUOOTWs1yI+12X8W/9MTg+qCNhID85TEWiCKnYik8hC0hLFYyHXxTVi5BX59GcA3m7imYrO5CKtvpA7FNJEKncerMM6PFGOcfqKIPCL53GNl3w09C0NADY3EwCuKHMgSYWWRCwpLbYAHS+Y3EJQLMomEahG6UZkIDhNJpwCT2hZMNBHuk24xeMFnh2LmnpBJjG95Ql7jxoDQwvejEYUPUbnCUS51HEllJMzIX35bDQPGZg74Vv69rYqOo/XPh0htkMDup5pg1hro3/d9alz/hTf2p9Loyikv+eMqt3+nyu3fST6aycznBrAxY1xQ+8Yb4VFcjKpI1rJRXCtRlhe7TaLAYOLpy04bE+fkEio6JaronhuCyjXR9+87jQ112jDq25WsqN+JXkGYub1zd/JqpzGce+hRUnK2eiVnNVkBTG85kNthJahy+3emtRzE3bAIuibPxqzVUaQzMLTHZKc3ha9Er5oAufJLUhsk0CdvJw8V3nazQ40qzueR29e4HPUwZq0Bvb2Ier+eJq1eRyfSSDVI8uXXALL8SUiWonYrORVr+F0UpMYmYEfiYOW6rIhNwKKVUVeV7lzDIUkM7TEZk9VM9X9f8IIou/FbTKWItBRxy1SCzTVbsLlWCzqf2k9bRd128p7F8u6nXhxZy0e7jSGjXsf/ioPb/3QpSYWNPo+eRUpidUUk9VXM632F2ncYjJ5XMdBPMbvv4aOZDO69BtdrLFekMUJB6oD3ruO8JLxsPqsKCT0Sg9H7bDirsQgLGmAeJkogk9+OKX2KPCLRgpvGkq/7zyHSSZb7ijCWKL0Yz8+d76/u7/Z8DLytkOYClaVcG9VqjFA8J3qj87rP+VicKDK3kID4V3m40XwcDiPXrtek4e0neBEDduBqfjm+kiwUtA2D9kZyKtbgq3rxZD/VzIXNKqNVGl0+yeAe71BdYamqW3n3WrHcRMypWCNgzXxGC7nsMidrFk/cukqlu9epfv0XDHYrT43d5KyFtz33Pati4mh6MS8kdEr3k3t9vhd79TRJR7bR/HwOi5/ujkVvDCpwJwvKVUZIkl8NKNf73lqrBYsadmVtdDuWr30HIUHamrd5qPAO8zfP4ESFavQ6HlivqbeLLebG2q2pevMK3ZJneTGLm17KQyCxeP1UMlNHU+P6BSRJlhn5eWYXjHYrc7Nm+U38nU/tZ1UI0ieNLp1gYK8pPrW2hvaYzJRdn6MTgi1pY9DbZUXXLqf2cSWqAvfCIogqyqfj6W/4pUwlboRHOa+tyoqo93X2465kpo6mXMFtNAjG7U/FrNXzYreJ3DOG8/i4LfTv+z61rp2/X3ZsMZDkPu/R8MpJTAHY2n82/qcnBgfwIgavkomKSPLnq+zad2jqAuH8DAupmFglTAF7DWqMxMCSYDsSjwToa9fhCs9Ux7YQi7Ov4CmbrYYqtBdNPrOxYEawXeFZTKWYtVgY4aMBrn5GMRCryINHk89FBN0x8CbFXp/7FFr2KJahvoTxdhPO64qRUQ8MXjsgz1js4rXdRGhJQU8XP/epqrhu9RBJbCk0fEs45zq8xYiGizDbwzixagPVfm7PsweHUG9+DncuNaOtVEhBEwML+/TBLmlYum6KT/RP+upJlDAX0ur8YTbXakGroV+4NWwr3r2OWWtwCvdVvfkrazLecPMnTkyZi1UrTypVb/7K0G5vEf/CfOpfPUP20pc583FXZy18ZJcJpORs4evHGwRVivUnjaFG8rFtfFclhj65O7kVViKkUkqB0USB3hTSsRatntnNk7BodLzXegi98uQdSaufD7P/8ViulioXEvR3XZ02zGgxkFumSKa1HoJA4vPGPeiRNJPprQYB8Ob+5SxZP5VxnWRf8In7lpGxapITmRWs9JZyJJPVQRBQyxomcrzCk8SfOcBdYwSJKXO9FgVnH6pMhLmAcR1eoUhnYFDPd9A67PJ7M7uyKe11yhfcxqbRktRnGjOap/Bt5bpOhJkKLGjyciqthn7Bmuh2tDv7PVPaDCOrxnMkHd0m+4Eri5OY386QMPATEgfM4bapBHZJwz/u3YD/grrqf8R8liSpDLAaeAy4APQWQtzyOKYesBAoiQzLf18IsVp5bznQArijHD5QCHEs2OeGynwufrckdqAIQeMQrT1DkaPYQTgWBKWVksQmrLyNt+bSdRHp83Ndw5W5rJr6/BMr7TFQkvs9BxtQQvm3P/kITxZzVSGRQySlFXKb+v4IillIGL0pZBPh2IAlSonncSTWE44VuaHsyVz2/Az1upmKI9xVHDyGFg1yKa8IOIudaLROBrMvNrNnqCW1mcpuwFW2w9cYAJ4SErlEchtBeSQKkfWXvsTCBSGIyFrIvZzhGLVFhFc6zK1LzTHpCinVpztjqu1jmD2MVYfaMmznep9j2ls1llcS3+D5Y9udBjCuDmDj9y3j7XYjCLNZ+Mfd61yJqkCBIQyjzYJD0hBpKXKWFPZWjeXVhLE4JE1Q85j5m2ewPDaRbx5rQP9j27xYu8saJrJg0wzanPf/N6GyoPcsejFkE6OuybPQCkfIpjk9T/yT7yrX4adyj5O99GXOl6nkvMcCg4kzHwdnNj81diMamx0DdgbkZPp8zmovwtM0STXG2VyrRdAxr67blnfbDaf/Ue/nqZYI1d2gLxmVnIo1GNBrKpIk6PTjN2Q/1cyrTKZGTsUaJPeeyuO3rnKpVAX65u2k2aVcn6zqVdHtWR7bmde/SWfoD5t8XmtQz3dYnz6W9oM/w2i3YkP62xn1TAD+KYR4EtmveYKPYwqBAUKI2kA8MFeSpCiX98cJIeop/wWdFB4kHMieDHrwyUXwhYcPBcK5CAt6YB4WRlFEHDIs1HMXUeYBmrsqEsmExB3gO2zONfVCLMSSzzwszHuAEswIDKxzWZmr7zdDy2JFxK4/xZiQaIuWk0SymQg+x6qI+nnvRnztclQ4qR7Yip0Y8inJPZ4kn0+wUAmNs6wHuP3sLyojYQG/InyLsfImBifM2CZK8A0RFCEYQxGFyBOoKnzo0MC9Ti9B7BeY7SaKfm1I6Sd2UGQL5/rKLcw8lYhO62BA451Qz7tcqJLXlq99x6enwaL17zGt9VCq3PyVLSte47kLR5GE4LlfjjDohy2UNBdwW1mpq9dq/suRoOYxfXJ3sqlWS6r+8SsGu5XLpR52U4q16PSYrGaq3bwS8HmqPYiKd68jICQ+QveTex9IArv5LzmcL/MIAmg19EtGdH2T5r8cYdKeRRhCJPZFmgvRC9nwyN9zVncGnjyC/rk72FC7VUhjPlf2URpfzONaRBniBs2n+piNxA2az7eV6zJ/8wyevXDMSQAc2GsK4/ctc6KnPmyewqCe76ATdlLXvEOEtZhOp78hq8azbqY86k4y9uppBhzJUkyEHLQ6f9gvL0UlWi5s2ssLNgzyd6LX8V3MebY/BrtVzi5/Qx5DFyBV+TkV6Op5gBDijBDirPLzVeDfQLn/8HNDDgPQnUKG+yiZ+HIYCwXCuRALFuTV8IeEMUEhmbmyqMsDdxFcxTfxTA21EfoSBiRgIma6oecKDvIRbv2JfuhZHGIJponQMggDH3gcr76v/v9HRab6KHbs4FNF1rMf4lrmUXsRA9ATgcQg9IzE4FSzVc91cL+fYUb47W2oMRQDZoRP9Vv1PvphcIMZN6WAL7GykHA+8zWBagR0GgENFlFsD6fgQnO61dqI3WHgxrpVpB1NwqKBws4mqOeODQ+FS9AnL5urSlNTJUoderQOffJ20vnUfiIshRx6tDajEt/AqtGy88kmQWGTsplNC75/tA5bVrzGF5s+8HJa63Zyb8jEs8OP1EIgsTq6fUilqVCIZ6tj2vPU9QuyMU3uTkWOW2ZmP3rnGh+2fIGnL58ISuxbFR1Hh58OYHDYgk6WKxokePEIKt69zm1TCYq1hpBgrEcr1aT7qb0kHd2G3mZhVuYcqt+4yKCe7/LU2I3EDVrAyug4hHAwrfUQt8m42cVjVL15hRe7T2RZw86sr9uGoxWr8+mWj3xCf/vlZWPT6rhtimRntSbBv0su/RbPSD66jb1PNKLKzauYdYa/JfP5YSHEbwDK/wMuCSRJeho5V//s8vL7kiTlSZI0R5IkY4Bzh/Q5+toAACAASURBVEmS9IMkST9cv349pMGFIa9OLyDYg43tHlwEwFkXn6G8/iDuZ2rSm4ERB7AcK9XJZwjFdEHPIqxB+wBDMDibxBlYeAsDiRSRD3zpsXMJdWzlkMjERH+lpg/3E/i3RFAeiW+JoBQS0zBwDgfd0ftOpkq47hTUXY6vXoyv+zwo2Vmp+FQ0EVo2YvXZ21BDdXDboPRaXAmI6iT7CgaM4EW2myCZsQQi22kEJLxIZL1lWOzhbDrTnsb1l+EQWoZv+YyMI8kICQo6G6Hu/fGFwiVIProNm1aeUC5GVSCrxrOYdTJ7OuVIJjaNlhe7TaLx5eNkpr6KNURJB6tW79XAdI3YKz+GTDz7sMVArFq938a4p4lRoCb6tFaDSOo7jZumErzTbgT1f/2RpGPbfK7yc/9RnbQGgfskq2PaM+zQBgoMpoDPRN0peJomyX4KFn4s/zh2jUaWAGnlLQHSv+80JBw0/+UIryaMpfXPh5EkidcSxrC9+rMkH8kkY9VE+h7bgdFhoyAsAr3DTkrOVtZnjOPZC0fZV7URTS4dd0p9Zy8dSdNLxxnZZQLfPF7fa4dj1WixavWUKspnS+2WIS0IfLGq4b6h0LUSD1HCXPhfkd0OCleVJGk34L2ngYkP8kGSJP0DSANShHAWGt8EfkeeLL4ExgNTfZ0vhPhSOYaGDRuGNEUWI/cXhmGgGVq6UUAiei8uQoLy+ndE3DepCQHCCXLSWyqsdEPHS+gZgQEd3rBKBJiQgTJZmLghBLuxEYeOnhQyVNEdUstYm4TJizcQKlegELnvoZZf4oWOFQq7uBkFTsjscEU0UCA3f0JpCB8gggVYKATWYvLqd/iDnM7AQjIGMjGxHisSgkxMfOlDyHAYeiTFQc7f2IdgoFi5N9cyE4RAttMIijoPJgU9qceSOHqiFyUbz+XuqV588PgO8rEwQjJQ3C2csOo2WFf0QFwCV7x+6aJ7zhKK3mFn2dp3nSvFUGGopQvv8vTlE6T0nkLykW1uSqUZMfGsiE1g+MF1DO0xmT65O93eV2vmH2+bw4vdJ/GT4TFKF9+j2s0rbEwb48ZHUM3mPUtTKu/C9dioonsU6wwsWTeFpy+f5NdS5WX3tQFzmJv5sRtaS/WIXtyoK4N7vO2ltupa19c77D4tOz2f863wkl6mSWn1OyI5HJyo8AQ64cAuSRyuVIv1ddpy2xRJCXMh8T8dIGvZK+iEg9XR7XFIGpbFJlKs01OquICl66ZwNyyCl7q8SZ+8nWxMG+Os/6fX60CHgZ+iEw4vqW9fHBBV8qJP7k6+fLo7EZYi7BoNdwzhPr9L7hLfJdHbbUxtPcRNxl39ThhtFu6ERdDr+O6gRLw/E0F3DEKItkKIOj7+2wxcUxK+mvh9/uVIklQSyAImCSEOulz7NyGHGVgGPP1X3JQaDmSt/5EKMukbHD71kfZJ8uuVyEeCB3Y/+wILFdFgAdZh4ROPlbfryloVqmtKAQUIdEhsJgITMnz2YfC7cwnVmW01Fjq5lHoC6RC1pZBiRWgv1H7ICAzcwvFA/Y5LCHTIX7i+ymRkQqIVWqfX9ndE0AItBiR2KOztFYQxgmJMwLdEYKYE3yrWoAN9wH0hNGvT5ySJTxJH8lDMCizWSO4eGQJdB3K5zHnekMy0oxAbUFhLBylhD+AAZmFE1ze5HVaCNdHteOT2NVZFtye1QQJJR929iEOt3ze9mMvBKtF8uWGakxVcY8wGuid9zFf14jHYrHRTFEtdEVBxgxaQXr8Drc99T7i1GL3dilmnp/PJfaTX6+DkI6zPGEdKzlaQYFlsIjaNjtEJY91q3FVu/86AI5l0/nE/pYvuctNUEo0Q7K7W2Dm5Tdy3jKXrpvBapzFe9fG+edloHXbifzrgdg+e0N+0+h1p/fOhoM+5ZHG+myd1TsUarKvTli6n9lPCUsSoAyvRChj/dSoSgnXpbzj1kp64ddWZyJevfYd/PdYAg9VKb4U38WrCWJasn+rV45i4bxltfj5Mn9ydD1QG6puXzY7qz2DR6BjzdZpPIUVPCOuZj7uxc+nLPpnoq6LjaHfmIGF2Kwk/fo35byiJsQVIUX5OATZ7HiBJkgHYCKwQQqz1eE+dVCTk/sSJ/3A8bqFBXqUbwLkTCBSVkchHBHU/8+QrqLLbpZFI8OhR+EvMT6Glq1K+qa/YhUaTzzXkMsxdH8nNV0/E19hmYnFKc4TWTLeGpPZaGYlbCF5AjwnJq9/hWfIZjJ4X0NNSaPgcI2agJBI65LJbJwr4FrtTUNsBHMROZwpojZb3MPJP7CwkzEt1tQhYSBh7sLs1wiG0CXQ6YXyuKeZGlxcgOg2skbB6A1xqKj+XA6/TfNNCjggoqKJnkmkF6fU6BrxmWv2OPP7Hr2QvHemEndb9/SzLYzuzsXZrr/JBKPX7tPod2Vc1lllZs2l26bib1lHO/CTmbZ2JQ9LwVUw858tUYveTTUg+uo19Xw7jxJxeZKa+SvmC2wzrNgkbGiLNRbQ/d5CVilOdr4SUmTqaRldO0WXAfdVW9TizVk+rnw9TpugOBQYTa+u2JSFlLqvrtgUUPsJx7/r42bKP4pAksmo2p+Ppf3n1Sarc/l2p/ceht9u8noVrZCiM44+2zQVkZrHKC5mxcwHvZX/GgqZ9EED/Pu9j1WhZFdOesR1e8WoOP1R4m/7HtqEVDpKObWd+0970zvOf+L+rEh2UA+JZBqp49zr3jOF0PbmXy6X/4SWk6OqM59mM9my4qyW3sf9Kp//RbSxu1C2gHemfjf+U+TwDWCNJ0mDgEtALQJKkhsBwIcQQoDfQHCgrSdJA5TwVlpohSVI55ArLMWD4fzgetxDI5SQVNjkMAxMCMHNVldRd2NlBOF8IC1/4MclxbYiqVqAC7z6Ar8QcihTHDsIZg4GXXcZ7XhIMcGFue5Zg1LHZgHzlc55HH1DKAuQS0XD0DMfAGwGez4sYMCLRhyIyMbndZ6ByVSYRbMPm5EKopaA1hDOAYsb4MOkZL4pZgIkCBIkBntNWTAi0jHEZ93wsfE8EW33IgIA8gcagJYkiuefQdaDs53C8P6TvgB794OvJHLWU4ANzKQw9+5JuOoitsY6cM/6ZsKuj48hMHe3c9le5/Tvv71rIY7d+Y3rrQV7lA9f6vWcJKK1+RzLqd6RIZyDSUsQ3j9Wn6s1fvcpOrc7n0PyXHJbHJrI6pj1L1nkzi9USR1Lfadwzmnix20Rirv7E833fx2C3ecFl5dXxUuLPfMvAXlOYuusz3mszjBHfrWVh0170zc1mg4ekxbtt5T/dPsd30//YDnr0n+mEkV6MqsDYjq+xctVE7oZF+L3fdXXaMvmfi/iw5Qt0P7nX73NOb9AJnc3Gi90nEWGRgQ2T9yym1fkc9laNZXLcSzx/bLubNEh6vQ6sioln0p5F9Dixxwl/7ZY8i/H7liE0EufKPMK26s+ybfkrXp+rxoMoxqohI8LyGXFovdOAqdPAT4hXpEJCFUl8JWEsPz/0KPO2fKQw7bcRN2g+tv+z9pQjVB5D4bsl0SJzAFSdpFDsMs9LgpeEng8Jww5EAtfxdj9TQ7UCBXgBA7Eujm++uBJu1pR+4gNhZDh6OvgYb1UhMRUjXdH7dGabIYyMQI8ZWW48VM6AGR+9EZfns5twhlHIV5KdW6KE8z4fxIrU9Tn4ex1gujDyGgZmY/F6Tp6GPmbkcp6rS9wqYSIeHV/gPrmPwMBQxWva7bnYtbAxDU70kxVZ416HnR9DcWmee3wfw/r0pquhmIu2ymT+q6FbUlsZHUdG/Y40vZTLlxun+3zGdV5dTdby0T77CaqV5aZaLbkZXhKjzUL1f19g/Nepzvq9p82mGjkVazC4x9s8deMiMb+d8WsqBPLK2qzTM/BIJqui27O0YWcGHMkKeM70lgNZUT+BLqf2s+upJgGtMVN6TyFr+Wgq3r1OjTEb+HlmFwCmth6C3m7jzf3Lve73lqmEjMWXNDK6RgKt3Q4ajRfHYGVMnMxIvnKCo5VqOt33oq+e4ftH66B32LljiiSqKJ9uJ/d41eb98RGG9pjM7bBIIsyF5IdFBHSSC9WdzdWmc0bzFKw6PRP2LXM+l+jRK9E4BP1ys1mt6G0Fu2anlE/Q220cnd8fuO9op7dZ+Wn2X2vt+T/NfA4DLMBnik6S6rEwwwczdysmXqAYkJPyFIzoEOiRTXW6UeQTOtlEaBmBgd9xMB8LeEAxffUKQlU1tYFPL4YRGIhHR08fBj4yTFVPBlbSsHI9SL1dlrGWyzwmYJcPtdeZwsguwtEDh5XCj3C5z4kYOIuDTZh8QnN9cR8Cvd5EaHkZAw7wek7+PCFckVBNhJbWaOlKAWWAPCKdMOJ+6EAxVnJ7Llo7dEuG2qvBXIqw7Nks7Pg6FSJ/55tfWvJJWhY3i0vzuO4SKQ13uUkpf1slmi82TuNIxZp+n3OHnw74hWuqtf42Z7/HZDWTsWoSm9PH0uzScTd8+6L17/FapzGcK1PJiSAa2GsKT185wfmyj4TELN5as4XzeuFWS9Bz+h/bARI4NFLQVW3f3GzaDf6M/8femcfZWPf//3md/ZxZDCIpdKtQsiei7IxlhuzbjBmiiLoL0aZFbiWiQrIbY9+XwdipZB1rKKQIkZ1Zzn59/zjXdbnOOddZ5r67H79+Pe7349GDZs51neu6zvF+fz7v92upM3AuNkeBMmdYWbkJPY5k+93vs78eQhQE+u9dTvasQZwc34nNswbSd/9qzB43T58/xqKqLWjbawIVh6wkKe1zfilaGlEQeOz6BaXt9cbODPaXeZIeR7JZnTlYYRxr9ea1+v/yajzGWcAjNy5icrvCzpKildOQh+JaPhIAuSYby+cN5Wyx0ty0RsdELzBZFOVakIAJBXcR/oI8hr902PER3GS0jayTZAT2qaSwm0tCd6uwcoBY+mNkGA7aY8eBiBuvtsSzJIXxLg7ekrykB+PgVRUUU2sQGi3sNAGBZ8mjBJAjaRwdI1bhPDRAH1KaY5zENQjXb5eT7DV8shkm7pJMHs9peD8kk8cXOPleSr7x+FzuXhNNdMHETjxBMwA1ZFXNfVDHDJykYPS7h7VY2YVbUyMq1CBdhg4vxko2VnTAFmJIxogOqEguDwi57MLDNEmKPei56D20aJ9O8hMrsTuKMHDdBK607o8h4RcOXKxNqznr+T33fhJi7/JF7EREwOD18EvRBymZeyOkNj/AS3uXR4Rrrn2iAT0PbQibfDv9sIXWvScqQ9upK0eR8+ATXLcWUchzalnrQMkO9TXetsREibQysU3yhggXqYfWE2/PY2XmEHocyaZd6nhebjucWwGWoJF66jOXj+TYAxUYs2EietFLEftdpq78F/vLPOknV3KxSEnGNOrNnKXvK7ue0Y370DFlLF/X6YiIwKvJb/B92SrKe2vBQGUtqPNFH8DkcYXlW6QdzGJeBHmSxdVa0PTMXkVTSYb+zq/WUikYxQrucCWuOPvLPFkoZzw1YiuzRmvantjxlxw+/7UjrnRQcjkriEzGiRd4lnyKCnepKeRTUsilIrnMkVbqM7CQgYUVuHACCySuQaAVaF3y+FxwMgMnIzEzW3DxCgVkS4UkSyMBRYOakZm/J4mlOyZ0iCyU3OHk9w20Ji0BrMXFHCycIpZ4BIoAL2kMrNVJVk1o2yF4qSfk05R8biDyDHkMlpBbwwQHyRIS6CYi43AwCjPNyeftCKS4QK8KOc4jUhzB75nWIY8f8QYNxCMN0hMQ8AJTcfG0qkhNwqkUqYYY+FpqOwUO8suLAvP0Bq506A6PL8frSEBcMwt3m/5w3wnO2ONweY14BahpPsnpQ11YmTmEbkc30annWGIc+ZrXBT6oqsnt4oVO72li61O6jUInihEHm6mH1hPjtCtD29oXTnDDFk+sM5/lTzYJGiSriVYrKjf2SyyFQVrdlApPuFB7Vct6Rt+Ur0m83d/wKCqy4JFNHHzocboe2USeyapJClOfR2uIvipzMD0OZ/Nih3eVnYOWuU7pO1fJN1m5ZYml+andzK/ROmTiv2ZLQATSunyoOK35fY5dR3HLEsurycP80FY5pSuRWTOJmhdOAr6dx9gGveh2ZGNUzniLqiZS9ubvfjuReTVa0/zM3v95Phc2bO2nasovaCWYUJDSP4Ai6NiNRxPqKreW1uHieYzcFuOYhJU4fMParpj4ZwCZKxrUzABMrMWloJUm4yIRIw3Rk4uPd6C+nt7YaY+RSio3t1xEqqHHpmFq8zYmZhVS4E/++UxcnMVLO4x8GSVkNZTFaFkEriIGPdMeGFmGk36q9w/XgpMLXSvyGa4By5WLlLxbk4X31K26VzExAxf7DA7o1A0qrQB7MVi+EFoPxJnWhKwiEotEAHc9E+UqX+edHbOYuXwkXp1OU8YAfIY+j1y/gIjgJ2uR2GcSC6smMi5rAgVGc1TJ95Y1VnkfeSWZeOp7RjXpFxbZMqpJPxqf3a+cq+2JnSysmhj2/RZUa0mFq+eIceZH7cYmR61LP5J6cD3lbl7yg+VGQxaUV/bdjm5EL3o1SWHyecLtQN7aOYeMJe8rqJ7Aa1Rfd4I9l07Ht4Eo+kTvGmqbEf1z10IEr5dbljg/2O1vRe7H5HHx4t4VLJ//Bm9Ku5i3mr9MSteP8AgCrycPodLg5cx+qi0nS5bnakwCzc7sjchEX1g9kbPFH6Lpmb2MatyHPp3eB2DbI7X/ksznv3YklMELvBmgqfOiSm67vCgwQzSzDCvFJClrtaTD2xLWf4wGXl6OlqKBVZLw3GRpVW/iLtXJZYq0O1mHjY+lBBTSmlIKWaI6F3/7zLYUMBErdwN8qMuLAoukVlagm9s2PDjwqanqgd1SC607JqYVQuFUHdNxUgEfsidaiQ4t1VjwSV8swBUEdY1DQAd+ctrhWnDRwHJn4CKPewsFtQT7LmLoh+ne/ejdvuJQcZWvOCxdBi6fqq0bGPf9K+y7VBNXUwvUM0l2kBs0ZQx82v3JPHrjtyBZi0p//ELK4Q20ObUr6hV8nCNfeR9Z00gAuh3JjijZoU4izc7sJaNWctiENLdmEr1z1gAUqrcuR7ejG7lY5H4/WG4gsker/TW7VjI3bPGSYq1RUxFWPk+0O5C5NZM0r1H+Wdmbl9j5j1pMXjMGDwJzaiaTlPa5kviv2+Jp8dP3jG+QQt8Dqxi4Z+k9XoctnpyHnqDF6d1883AN5bjkXhNYW7kRDc8exOZy0Hf/KjbOGiixpQdSIu8Wg9q9Se+c1fTp9H7QbvKTBmmkdf6QfIOFO2YbfTq9z29F7qf1yW9BhMwabf7n+VzYcGwbjQnoIbFk5R643F4K7LGH6o/Lq+TA1TP4pJ0XYcGIQBwEaQUNExy0IB89MAAjB4jlBLEYgGxVsQicEwymQCGpySF7MMdLBUxOmPfc3LRJbK3IZyhm1uBivmRzGkpyXB3h2j9x+IbV0Z4jkPsBvgL4CiZewMhBYv0+oyrkchmfAOI6ScrkepgWXDQD/Rk4MQD9VZ+jLMH+gJAb/EwMLujcBSqsgYLikLGVc1eeZOuPbXhv879oMXctW849i6OZGeob6XEkm6VVmgX9w+7XcQRfrf6YQbuXkFEzyS8BnrmvrDKYjZbw1vKnXax+vKGfptH2R2pHHCSnHlrPtkfucUi3PFqHRmcPhJTG6NdxBI1/3s/sWm0RBZjzVNuIvfVA6W9Zv0gtq5Fgz2VfmcqMbNKX6q8uoNGL01hapRmNf97P5hkDWD7vDawuB2a3y9f+KrirSQqTC2m0O5AVlRsHXaN83TUvnOTnYg+xuGoL8g0WbG4Hn62bQJdjWyiaf4ebtni2PfI0MW4H47ImMPXpjrRJ/wK91+PXtiued5tfij/EW9tnkbn4XURBx5j1X7Cv7JPMXD4y5G4uo1ZbpqwazR1zjB9BcX6NVj7EFiKiIGBzOTB53Kx//DkcBiNeQcD5X5gx/L3hqh8WQxTdQRDMy2Is3chnCbaoIZZqeWw5WooGFmFlmmQ1qXZn6xcgFT1WNPMAAimCHbcYh5m7lJPMc2TYpRp2eh6RAuIwSpLZcpQXBY4RSxcKmI2FGbgYgJEpuIIdzFTxiQR/PY6XR9ERi0AVFaxWK7TuWf55DrE4pRlEpHMcI5a1uHkbuwIbfQkTfTDyJnY+wRLEVVB/DllYWYmLjhiZgYthGvcpP9NIsFw7cdwFWmnAcvPEOO1n4jbB4uVwOgmd7Srf9nyexD0vk3usJwa9nfmde5FUIRvT904eq7mUeHsedywxmN0uuh/eQPMze5ldK5nvHq5JyqH1pBxer+DrG/WbxmlJjvpcQina9ppAg18OsrtcVQWO2fbETtIOZnHNlkC/jiNYMn8YLV74CpPHpchtl39jNafGtY8oa62GkdZ4ZQGrMgcDMLdmEqsfb+gnjSEn0OS0z1mb8Rq7ylZldJMXgmw0taSq5VBDN2WY6oJqiRi8XlIOraObSnI6UFY7p3Ql0jt/qHgilJXYx3KMbNIXi9vJ13U6RnXvFYau5JMNX9Lh+HbluhdWS6TeuSN8+4+aPHP+CN2PbOTV5DfocThbgdcGhgwdzQgjl96z2yjwiqQeXo9Hp8fidmravMoRKCEe+PPWP36nSLBvL/8Ui6slIgIuvRGvCKfG/7Vkt//S4RXdmsJwC3DxL4mMVRhJB/XqWe5pt4zSnW0KTppKfEJF80i1Wg3ssYfqycvmOyfxKG0QkwYLOTCm4cSAoLSapuGMqHAaqv3TFxOzcLIWl6acuTpekmYlF/EqSLA9xGDAN8upjD5ILFAdewQP03BxB3iKPNJDtOCiZW47gMGS1ak8W6ggtRMBThEbrIRrcELXjlgfW4c3vwTt5q/i2/pf0rfWDNweCz0WL2D2sU646pn4UJiNw3Dvmfxc/CFebP8Oe8pWY97id3lnxyy/FWNxyWYS4GyxBwEodfea3yrU7HbSJu0L0jp/qOgJ2Vx2vAiKplG0bSjZj3lMgzQFLSTDZbXYyKXvXCXPZKXcrcv0OLqJdXP+iSjoeD71MyoM9cFItdzs5AiUuLhttoEgMGfp+wyPwPJVt7/anvgmCNUlM8eLBAy3Q917jKOATxumKxLbs2olc8say7f/qMlzvxxk/4OVaXw2B6PX4wevDYyMmkkR5dJ7HcwCQSDl8IZCzVTUod6Fye2wrY/W4Z0ds5m99ANEQcBuMKKLsGv/d+JvXRh0+AvDyX3sVIzUQM/9oPS0b4ix3BTj/HD4m3ApPXY5qYwVzVL7yMqcf7OwRDN8fgkTFgjiBchezS9g4qwgshlP1G0htRrpxFB2mFJoSX/IP39Zav/IdqfhztEbI2/jYDJO9MCnOCkZMGSOpgWUgpHziAzHzgZpkN5I1PG5aOaKGIsF/xaRVvSTNJqekwb0r2PiOLEcJJYbICG+tNuJLfVeTndJo+KjG7mWX4IamWvY8PQEGj77KR7RwCsrZ/D1gb70NG/h210vKj3kilfPgaCjwS85molEbh/JA9RZyz7knR2zgzT6M5a+j1uvZ3CbwfwzaSgeBOIc+Qq0svHP+yPKWmfWaM0dSwwt+0ziQnwJYpwFhR4oy0Xk0MSedD28EY9OT+sfv9MkZ8lscFEQFNTQmeJlSD+wNqp5APjaX9kV6zMi8WUG7FlKv44jlD586TtXGb5jNk69ISpUT9djmxm3fgLxjlxSD65j0+xBnBnrs9V8+NbvFJjMbC9fi1uW2LAggDVPNKRbhETv438IPHj7j0KxpRXrzkbp9On0PrUuHKdjyljKv7GaxdVasOTJZkrRTDm0AYvL+b8ZQ2FDnTDVqKNh2PECV4C3sHMDka9xKTaW9cjDDqwihgQE3KKP73AHL+0wsJYYHkNfKHtK9Q4gGs2jFzHRnvygRPUxFgmtY6SjJEORS3Sr5UAv6UBUjprQtgUb2yQhu8Cf/4FX4n248CKyCxs3xThmiGYqiILy2o3YsADHiOU0sZo7m2g5HcURcBDHaCzsxMWrmFhLDE58kt9VyaV3hGf6AkYsQEX01JGOCfS80Nr19RD1LMJKJ8MtfuraDh7ZCHn3c3HuVnZWm02Zpm8homPi7le45rIRn+jE8IxBEV7LWPIeu8pV90MsyQPXlZUbM+uptox7LjXiALX3gbU0P72H2heOYxS93LbEKhaVuSYriyJ4ECyumojB46L/nqXs+kcNyt74PSqPhMBhrRwD9i1H7/WEnVG8u206GyrW57WkoUxf/hG/FnuQbhE8pNWrZ1lnSARuW+IYsHsJ86q3IrHPJCoMXcn7zfvjRohK0vvJy6d5NXkYM5eNDCq+w76Zq9iDJtjD8woKo7R7sUjJqHdzJo9LEUfc92Bl7HoTJo/bz++629FN9zwejviKz39DdvtvXRhkqKoasz8TJ2Ow0Ix85e9tKQjC4b8tOGhJPrmIPE4utchlHm5Ko2MEDuIo3PC2v6otEykpZ2GlOwXsELxBiaoNBubjohd2ZmBhFi6W4oxqtRzYFlKjcnZLyqW7iKEeetbhJB6CiG5J5HEYL0YEfkOktgTtrUUuN4CDxHKYWF7ChBGYhEtBaZk1nlm0nI7riFxDZA4unsWAC59Dm5zQTwsiqdIzDTXQH46d64iUR8dZQWQApohtrAxcTMHKVLklaXRAt+eh/GbIKwUZ2/jt8RV0bNePfqmtmGu6hQuwNzVDsq89VevSj3Q/slFZBasx96syhzB51SdsfqxOVO2GbY88rbQSjKKHPKOZ9M4fsrP8U7y7bXrEJG32uMmo1ZZJqz+h8tWzUZG1QnlJy/j/lZlD/BRTW/aepLSXOhzfTr7RSpejm7kv/xa3I6zG5fPKXINL8SUonnebVZlDuBJbjPENUkk9tJ6NswYpPgh9Dq7FKwiK17b63kc3Siel6yhuWmJ5r9kAehyOQCA8thmH3shXdTqHJApGm+hjHfk+9naUoIIeh7MVccRV899gweJ32F2uKjfL3QAAIABJREFUGoBK4XUW05d/xCtth3GuyP04DEb0/4U58d96+Gz/IJ6JEhJF1iZS6xRFo1k0WjRjBkXoTR5KixDV4HUXMbSXCG81Awab5cV7w+cSCOQCJ/CQojLYCYyxohmddD1XxFieIY+GGJgoFbvCaBWpQx7MGoS7ivaRESFoSButLtIA7GRgpeqfoBv1lWimDQbuQ4cFnzPe9BBDaPmZ9sbnma3WuOqLCSs+aKtRuKt5PVrnO0qs330A4LTCwrXwS1OIvcRD6Y3ZX/yS4t396skutKuwHtu2fPjepQxhl89/g/apnwVpDpV/Y03UnsjF82/T9sROCgxmVj/RkBkrPqJnt39xeuzzXCxSMuQgWdYwenHvCmXQub18LV5vM4QuxzbR83B2kKjdhHWfac4OIFgTSL5G9YD7XEIpWvaZRPasQWTUTGJplWZkZbwWURcoKe1zzB4X161FiHUWkHhqF5sfe4ZZyz4MOfDt0+l9Ek99z+bH6nLLGkdCwV06HN9O0zN7GfD827h1etbPeTXie7dO+xKvXkf6gTWaw/EKf/xKlStnwmpMjWrUhzuWGLY8VpePNn7FiMSXw+pMpXQdhVsnoBdFHHoTRe13ef74dux6E1aPM2goPbphOvOrt8JpMOLSG/h1THLIa1HH/4bPgBeBlzGRqupj9wjx91AxAycvSTyI8qKgzA5+wRtxTtAPE79KchogUjLgccvD5/YUIAB2RL+ioOVcVhTffKG8KFAcAT0wBjPv4mAtVk2doy3YGB6gCBsY8uwCfDudWASmawzuo+UL1EPPFJx+EF+t2UqkttproolemFiMW9l5OAltKiQ/06fI5SqiMtAviY6+GFktwXUh+jaWJizXVADdk+Hh7ZBbmgsZ27h5/VHfM/j+NXosWUCvlTO51TgOHtYpq+CMmkl0CdDzP5dQKup+f/G82wqbeUPF+rj0Ru6/e13R+Ak3SJbnBepWTeOzOazOHIxHZ6BDyjgqDF3J86mfsaBaS1r+tCtkUQDtNpN6wD2ySV+S0r7AbjDRIWUsS6s047lfDkVcPWfWaM2j137zuaON880Afi5eJqwcdq1LP9L9cDani5fFrTPwj+sX6HB8OyO2zVDAAPlGS8Tdikunx6PXMW/RuyGH44dKV1JaeFqRU7oSi6onMnDPUobvmM3QNq9T99xRXuj4nqYLXq8uI9F5vfTbv9q3Exr3PCszh2Byu1hf6VmWPtk06D16HsnG5HX7GPWu/zGfCxkiLnw2nOcCkkF5UaAIPovLcJ7M8tC2DnqOcs9noBK6iCS1VzDxGx7MQLcQraOPpTbHTantpDUTUWsQXcGnlX6YWBzAcClRfy44qUMeBvxlMhKAO3h5HO3rlGMAJpZJybYsAiLayTfaYtoDI1MCCHKhisA3eNiKDY8YR64YR4EYxzUxlhzRxijMQTOA4lEm9PukNqJaQ6qFpB8F0bexCggxwzEVQI8kKLcT7j5I04wsuP4IPLgPwXSH5cc70nXxQm52u48bVYoRb89lVeXGijbPuYRSvPT8WyT2mUSu2UpS2udKu0Ir5ESs1hTSix7GNUjF4PVETUALlIWQi0n749soc/N3BOD9rdPYVLFeodtMi6omUvPSSdqnfobZ7SQr45+cHvs8K+a9Qbcjm9j1cHUyw0hO5JSuxLIqzfh83Wd+Sfm3hFJRiQSeua8MU1eO4qatCKsfb8i5hFK83mYIs5Z96IcACxVT63Qk9WB4xFHq4XVUunJWs233ScM0UrqNItdooWPKWBZWS6TR2f08kHudfKOZmbXb0bL3JAkZNZlfEkpj8HqYu/S9II7Dm99kMHP5SJwGY9B3ovSdq9yxxNLr4Lr/oZIKGxZ8hjB24Dl0rBCtOIBe+JLuRJxhhd8AUjFgx8colklwsum8mnwVuEpfg5VOFPAmTq4hBvXzZQE/Ez7do7kqs5xIYnHNyMeBiAfoqGJxa8Ff+wkOelDAyxHQQ30w8bF0ngESIkor+Ua7yr6PYH2kwNlKb6n4ncar7AaSyOMgHiwIVEePC+iCwa9gF0ZrardK0+oWoh/SKlpHvB/whH6dKR96tOHhst/x+90HIWM7xF9El9aY+2zX2HSmBW0WrITmZkoZritKmtvL16Jd6njK3rqs9MuzMl7DrKEKCtqJ2IdMWc/Of9SiwS85Uc8LtGQhckpXYkH1VlyJvY9Jqz+h67EtCiktUBPok4b+4nD+52jJ3jJVmL78o6AV9zs7ZjFr2Yc49Cb6dHo/KKmObpROeucPmZD1WVC7J9qBb77JSu0LJ7hljeOOxca7zQfQ+dhmal36Mapef3aF+lERBY+WrkDij7u4botXZitJaZ8zt0YbXtm1kDMS1Lj2hRPsLluNZ389RLwzn80zX+bkhE6k56wh9WAW5W5fpmeEuUfKwfVBjHr5M5QH0H92/EeFQRCEYoIgbBYE4bT0Z9EQr/MIgnBY+m+N6uf/EARhr3T8Ysnt7U8LO7AaFyCymhgaY2ALLsZjpS0FEfkH5UWB8ZKvsRajuCUFiIiU4N4q/QCxPIeeuuSRLbj9uABy4n4QH2GsFvdgm2twoUMkh1hOEYsRISghyiG7rhmBeCIPwb/DiwXIwsqnISTHe0otLBliGir5RpuUr6HNxZALZHlgovQ5vCU9g+YYWIJNKcLyUDuwYEeb0I/gUeYLL2Fig2QMJLfUonXEexN7+NeZ7Gzr0Rlzme/gThmYs53S1lssT2/Jg3EX2X2+Honz1vIV4+ko7mRfmcoMaTOYmcuD0TFa8tqjG6VrJmLwJSmvTk92hXo49EbSuoxkdMN0zeGzWuWzyc/77iXkhumkdfnQJw53aC1bH63DuYRSfPtwDURgTq22JPaZTIWhK2nbawLzqrei5Y+7KH/jYtCQt8BoosvRzWETXXrOGlqc3h1k8bmwWkumrhyl2b4qDE/jUnwJiuXfIS1nHfvLPKkk+mgc83LN1qgKkEtvxKPXs77Sc1yPKYLR46LRzwfYMOdVXt673M8OdObykQxpM5hGP+9XCtOKJ5tEzXFIPbw+iOOg3v39FdVV3wS2iqL4GLBV+n+tKBBFsbr0X1vVz8cAE6TjbwIv/IfX4xdeoCtGXAhk4eIrnFxF1Oydy6HmH3yEOeJrZfLVA0Iuz5GPG5EeqiSrxQWQORFyQu8tGlhFDFNVkFmthKiOGZIGk5ZIYGDIqJ4luHgRo4I0OkAsxYD65HEKD2NFMxuwkYKd+VLyDZxzmCAiqU0uhqEIcmcFkXLo/ciH0UhqywU72oT+NnZexEQOsVRBhwm4FQKyGwrJ1As7OwRvSBSZ/LqXzddwpLSCMrvgTlnuZmzne+NdNvVJxFjsNEcuVydp/Zd8aJ2GrpM5IjS10zGfvHaHlHEsrNYyJIHMl6QMnB7Xno82f4UHgXk1WvN86meanso5pSuxoEYrNj9aV/n9LWscRrcbu9FMz8PZrKjcxA81dWJ8J5JP7qTapVP0PLyBdRmvYfU4/ZK6R2cge/YgzG53RIXYnkey2V6+dtAsJM9k5enfjmseEy2yp93JnSyqmsjzJ3bwzo5ZOPVGJdGrHfO0ev39Oo6gSASoKvgKkNHjZs0TjWj947e0+nEXaTlZTMwapznYlrkZOlFkQfWWrKtQX0Fn/TuOcIG7P7M7fGv334n/tDC0AzKkv2fg822OKiSf5ybAsn/n+GhCh54USSyuKQZm4iQJY1T8g96YaBfla1MwBpn93INIOhiEyW+APA8rbmnlPUw0MhFrSAb1AOwsxMIV1fHjRTMGwAxRMZgHYCIegVRM6BH4EDsVyGW29DyOE8tRCWLaXtrpTMLJQIzsC5hzdCA/IqmtL0a+x8OrmEiAoF1PXVFPlQAeSLRD7YESsS+ahP4dXsxAe/J4Cj3v4AhK7qfwsBwXgzApBfMosZRFUHZ9cG+nUxYfSklmcMttqmzBDeZc6NmK2If2cOt2WT6bs4lbeDjWuxVtKmxgbqthrBZcVI39if7F14b9zFIP+7wN9nyVRr7EPNYKGf/+7T9q0PXYFrLnvMKTl89gN5rpfWC1n8qnvHOYuOZTDk3qqSTkf236ijvWWMxul6LeGqhUuv2R2gz7JoNF1RK5ZkvQHHBfsyVEveLW8q4ItyuIZrUvax6pW27FAuYKjc/mBMFr1cW3ww/bouJ2VLpyFiRE587ytcIypcEHNc6uWJ98o4UhbV4j1lFQKI6DPNAP3D1m1mjNfwNY+p8WhvtFUfwdQPoz1B1aBEE4IAjCHkEQ5ORfHLgliqLs/H0BeDDUGwmC8KJ0jgNXr16N6uJ0sfejA9bjUgbNJaQ/tQbNcpxHJB6iZhQXR6ChyuxHTizDsfMpZpz4D5C/wwMILMDKCCwhpatbigamYGEqLkUxVZ6F7CKGXHwM5kiJOh0jVcmlmqT2OhQzFdAzGScLcVGAiAuwAd9yDy7p0RDm2yF46S55PmsZF63FynY8TMHCKxRwFdhLDG1Egx9KKvDZFmaoDfcSdQP05Kgc2tSJuiwCNxFpi1EZ0Gv5WOQDmTj5GQ/jcdKJAlpgoK+0Y5Lvry8m2mDkO9yswo0NgX9iYjcxfC4xsceanfzUsxO1HzzAtdvlSM5YTwuPi+zurelS5Cd+RcQB/FGuBNQP3QKQk6fWPEAd86u3RO/x0KfT+1QcvJyktM8pe/syzX7aw76HKtOyzyTNnYM6LkksaKPHpai3Bu5mbljjefq348qK+2ONdlXvzh9gjuCAJr+f1j2F2xXIq/30zh/yr0a9g2YTL3R8j7rnjjIi8WW/lpuW41ogcqv98W14BB2N+01jZeXGzIuCLDfs27noRS/rKj0XFdpJJuoVz70Jgo6Wp3Yxr3rrqHZCmTVac9sSQ2KfSVyML+m3+5tfozUO45/agQcguEcREIIgbAG0YBLvFOJ9yoqieEkQhPLANkEQjgFa3/aQWVgUxWnANPDxGKJ5U3fu79iAJdiYqCF0t4cYeon3hO6Ui5U8AgR8bZqzYYqDDPOsK9wzaWkjGliClWSMJAbwAM4iMgwHK0Q3m7FJpkDBCVHdWgk8/h0crBXdbMLGx5ixALuwcUeE5Tj5VJKG7idJV6Ri57TUV5ffewM2CXskEAPcQOQOviH9DrwMwsTXIQpWtuDmaTGPTKz0I5ZY7rnl3UXkAl7qSjunKhIaag1W7MBPeFiFkzayAm0hoaPqYXZJdDyGzs9jWx39MDEXFz0xUo883/MTRIbgYAjBPtK9iOVrpQ2Yx0BM7CLGT+DwY+xKMR9GrvJ96o+JLGK4jJedlmusTGlPxcwV3LhUmxsZ2yC9EWeLXOAdHEzZ8Ra5e19leffONMn7Bg4Ht9vk5JlZozXPnDui+TxySldiYbVWTFs5ys8bel6NNngR0OHl4esXMHndXCxyP7NrJbP6iYaKKF+5W5c5l1CKfyYNwak34jAYSUr7goduX1ZQMBk1k1jzREOMHjcXi5RUVtxzaybRIWWcz7PZ7cKj02Fz2tEJHhZUaxlSgA7wczJTR9rBLNqnfkbTM/s022zx9jx0EuP7+dTPFK5CgcGM1eXggdzrQd7J8jmbBZzzXEIpMmomsbJyE25ZYylSkEu3IxtpcWYPc2skkdJ1FL0OZtHjSLamWGDtCyfIN1lYNm8YL3V4R4EKh4pL8SWIs+dxy1YEh95I/z3LSEr/knHrJjAi8eWQ95xTuhLzq7cmY+n7fPOPmiyp2oI9ZZ5kXvVWzKvZBi9g9vz5cNX/iOAmCMJPQCNRFH8XBOEBYIcoihUjHDMHyAKWA1eBUqIougVBeAb4QBTF8M4hRE9wK/ggHi/hDe61iF8fi2ZMgAARyVcfS6qlRVUKpOVFgYPEMC0ECUuOm2IccaCpChqJ+NVSNLAQK9MDCl5/TLyMzy95Ok4m4wxKmrIq7FScTFUd+6KkfdSdAuZgiYr8JauvNhJ1rMCGE1+Sv4WIHt+g+LOAgvwiRozAfFw4QCH4XUNkPi4maVyz+v3qk8cATAzAxLs4+FwILqyyKuvT5HGK2KiUVx3EYQrzumjIfWuxshoXfwBv2y2QuRku1YaiZyC9EcT9DkuXwMmOWIx5LOnSneT1WXDT/37HNEjjQnwJvpHQSV2PbgwmoFVpxoSsYAJaTulKvNDpPXKNVoyih5SD60g5vCGIqJWWs4bZT7Wj89EtfoqvC6q1ZGH1lngR6HVoHV2PbmJ2zWSsbgfDv5mrJNU1TzT0U4C16024DAa2PlonIplr3LoJtDm1K+j3nz6Xyuyn2mLweskzWSlacJsmP+/H6HaTXam+n4Lr281f5lipRzlVohwuvcFPiVadpBdXacYHzfqTnrOWbkc3crp4GYa2fp2uRzfR40i2prprvsHC8FavYPa4uWWN8yMKlrt1me/LVqFfhxFY3Q7umG2k5WSFJLydSyjFq8lv8FOJh3HqjZg8TpJPfsOluOIcfaASz/1ykO/LVaP7kY10O7pR+YwXVGvJguqteOb8EaatHO33/LwiOIxGXty/irk12vDj+I7aX9qAiJbg9p8WhrHAdVEUPxEE4U2gmCiKwwJeUxTIF0XRIQjCfcBuoJ0oiicEQVgKLBdFcZEgCF8DR0VR/CrS+xaW+RwuOWsxm7dgYwFOFuAKK83dUTQwR/IXNoOyqrQAqZioFkHW2i3GcQ1RMwGHY+VGm6DqqI4vLwq8g4mOGDEghC2WWVhJQIgqmRYQRzIFLJQKzTRVEeiLib4B8uPye2zHhgf4Ep8tajjJcjnGimYGYeIWIlm4KIWOxhiYLBU4taT3QEzo8SGPemGMiqWuyXBWxXjRjB3CypuPFc30V3/2BQkwdwv8XguKnfYVh5grxK6dTu7h3hh1Tua26U237xYqxUGWbfYi0PjsAdIOZrHqiUasfbwhToMRm7OAR6/9pmD9gaBkbXU58AoC8xaP0EzQ6yrUZ2ib15m3+N2QCTy98wdMXfkvtjxah5WVG1NgNDPkm3lMeaYz3Y5spKuKFbyoagvm1GrLiK3T0ItePmrSj25Hg+W5M2u2xq43EesqoPth/0Q4pkEa2x+pTdrBtXQ/slE597zqrVhYvSUjtk6n67EtAApju/OxzZpFT11APmmYxnVbEeId+ax4ojEFJjPzF4W+734dR7AycwiLqiZqSmFvL1+LV5KHkXTyGzx6PVsfrcNNaxwJBbm0P77NrzBtL1+L15OGaBbfxVVb4NQbaHpmH989XIM8sxW914vDYKRowV3q/XqYb8rXYs3c1/0K3ScN0thdrgo/F3uIdRmvkdhnMj9+9ufKbv+nhaE4sAQoC5wHOouieEMQhKeA/qIo9hUEoR4wFR9ISAd8LoriTOn48sAioBhwCEgRRTH0vzopovZj+CA+as+B+uTRHxPpGBmOnVcx8TB64vC1SSbiZLoq+YzGQhIGJmkkw1clnSCZtCYXjMCV8GUxlixcXCF4ZxDOXyAaGQk5id5G5Ds8NEePF4GTeNiBJ2JyewkT1aN4dvuIASApSl8L+biDxNKyEDu5ULs7uTg7ECkicRcO4+Ed7FxEZBgmumBiahQLhCbo2Rbm2UQroeETDFR9dvlFfcXhck0odgrSG6GPvczAjZP4cu/L6AQPXycPpP21ZUwzJrOkqq9d8eiNC0qi+3T957zU4V1+HtuOpwZlsnzeG37JZ0ibwX7J+q2WgyiWfydkS2dkk74YPe6wLZ9RjfuwoFpL0g9m0fXoJr4vU4WRzV4KW0x6dhuFiMDTv/3AA3evse2Rp/2kOZqe2Uu/Du8CICLg1elxGIxYnXZ0iGQsCe1xICdsQFNWROu112wJpHQdRfsftvHS/hV8+UxX7su/Hfa+ZQ+EXgezgiQ/ziWUol2v8Qz8folmgZQT/rj1E7hrtvFui4GYPG5uW2KCdjSyjAdAj8PZfkUynCSJ7Nvh0hs48kU3KgxdyS9/siTG31oryftBfNjWANxrIVxDxASswEUbjMRJRjZvY8IN5IFiqHMTERNC2MS2ARvtyeNbvCFXwjNEM17geYxBq/9wSUjrd+VFgUEq05/riBiBDuTTAyM9MNGMfFZhjVofaBJO3gyTTMeIZvpgZHaEllngriyalffHom92Ig/Xe4fYRcivvQ/fc0ymgD+kGYn6WZiBF7CzXON4ueh0IZ+VxGia+ED0ZkC30TD8yS8GGVvhSnUo/hNl0xqzP/YuX+x8i9E73wZgRruXKGE7Q7UNJ4KIYy90fA9BFDk0qaefKc+5hFKaSTKweARGpN+DLwEl9pnElFUf0/hsDiOb9MXsdjI8jOHM6Ebp3LLE8Wn2ROUc6p1MjDMfl95I+oG1dD96b1fwz6Sh1L5wPKz+kJywRYhofPNJgzT2lnmSM/eVpdrvP1Hx2nnm1miDXvSycdbAiPfdsedYdk9Jp+KQFWyf/pKSsP+ZNISKV8+zuULdsIWpZ7dRiKJA+sG19DiSjVvQ8XXdTmRXqEeu2UYRey4dfthGvsHMXUsMJXNvsOaJRr6ZjcdFg7M5vC1xXAJD1swSgZ3TXiSxzyR+/OzPbSX9rZnP0WL8/0DkQXKJQ8CGTkIQwePo6YaJT3H6MYrnSaSpcNDKKThJxhjWvMcDdMHEaJxBMMqsMCY4gYNaLfmMZ8hjhtQKuw+dgnyKdshrwcdXCM+WNmJDKJT8OPgKbCRjoek4eVGCkBYDP+io1ms7YWI5LoZh4gixuPF/FlNwkYGVZaI1JLzVjoAF2IhNU3PKQfD3KZDncZFY3IgMCfzsbDegVzO4/whcr0jB3G18lVeM2EYj6Zo4hOLFztDokW20fHQ/5YQrfofWuvQjXY5t4r68mwAUsefyVstBPDUok0b9puHS6VlX6Vk/2YRI+Pho8fMuvVExzonWh0C2D1WryC6f9wabZwwAEZqf3suyqs1o3G8qdQdmkFEzifNFH4jIOJY1nqIhhXU/upGfSj6M3uth18PVWVm5MQav24/XEO6+ZURYjLPAj6/xc/GyeHVCRB5KyqH1lL39Oz2OZLOnzJM832s82RXqkWeyUSz/Ns1P78GuN5JdsT6bHqtLRq1kBFEkxlnAzGUfMnXVx2EhyrGOAiwuJ5k1WoeB7Pz78bcuDF69KWoyVlkEbiDSTELR3ERkDhZNyGphoZVyqLH4dUU9PTExCQdvY2IZLj8GdSdMDAqRmNXs43DEsGFSMWqOgU2F1Ae6Ie2gtkimOFrJNB37v+UdHW1xMoFkwOMIu8ORPag7Y6QxBj85bvlZvCVJiSRi4AdicUh8hWboeY0CGuDbNazGzV7cDMREDjHcJo7TxPIyJgoQeVP1fQpVkL/GRRomXhMDvnsx16FXU2wlj3L1WiVGZ2zg69wEPq87jev9q5IS9wsuHdj72PAm+P/T7Hk4m9+KluLltsN9g9b8OyqRudewBEhpRMLHFwY/3+GHrSSlfc4dsw23ED5lyEn1+7JVeKXtMIUPAdCv47u4DCayKj2HV9DRKyeLL9d8isXtVKRCojl3tEXNbjCxOnMwp8f6ROl6HVyHScM7OtR9L6qaSJdjW4JIeNseqR2ZrXxoPVfi7qNV+pd80Kw/KYfWk5XxGqfG+XSjSuTdIrvSswzcvQS96KVIQS4HJqfS+dgWvnu4Rthzz6/WEi/g0elYVC0R+38Brvq3Lgx6j5MXonQp64uJTFzMkklUeJkpKXEGJtJ/B1oph0yey8IKiLwkFQUjkCS1Pu4CIiKLcWom5rN4Ff+FaIhhX+NkJTbGi2ayopSTyJR2RVmS85qs73SUWB5DR13yOIkn6l2ZAxTuSGGKU2HOn02wlat6Rf+dBA/+EQ+VyKUquezAw1RsVJTu6W3sPCf5PUxXeUlUIZdpuOghJfxwBXm4VIRGYeargM/uE1suOb3aUanECVzXnuD83C1480qAyddKnIyTt/eMJK3sXNyPmJX7kFfv35SvScaS93lr55ywtpiR8PFtT+yMyvWs3cmdpB5aj8njJi0ni44p44J0nNThYwW76NdhBD0P+TSAZF2opmcOsHHWQEU91OZ2MKjdm5S7eYkYRwFPa3gfBJ47oeAuMU57VMm9WP4dv2f01s45ND+9NyoC2zPnjpBZozVNz+z140uYPC5uWotEVZjyTD5gyrzFoZVapzzTmbbHd5JntgLREfmWVW3Opxu+RC966X5oAxb3nw9Xjchj+P85zEBn7KzFyhzRxRTV8FiNmCmJjlfwafXLvXkP0J0CTPhkrt9R4d4Vz+YI/IZQns3xgAOBLhRwEg8DMdFeKgryoHqydK3pEiyzF0aKSb9fh4sXMPKgKNBOciV7QTRqDrjB5zfdCyMFQC+MCAisFd0h5yN9MVJXwv3LcNTB+PtRALwpwWL7Y2IYoecFfTGxEKci8XFUKmyRjjmLl8roeQkTw8O8dgAmjuKhKQaFrwC+Ff1cydu7Hnl+kN5dxNALO8MEH69DvicDvs8+cM5wFpG3cbBGdLMFG70wMCNCQZ4oOmmMXuFC3JS+W51izrM1LYkHM9bC1SdpNncNpDWGmGtMuvUA1/e9RL4rhjsV4lmS0BnzLQeX4ktgcxaQemh9VLaYkTgBtS6cZGib12lxek/IPvniai1YmTlEYkPH8c6O2bQ8tVsZ7Gq1OhZVTaTtiZ1sqFifHkeyFXXTmctH+r2PnByL5t/hg2b9Fc6AGl3UPvUzhu+YzU8lHmbNEw25bi2C2eMiIf8OU2u3Z/TmKZrPAXyksFoXTwT9fOi3mbRO/5KWp3aHvO+5Ndvg1unxINCn0/u49EYSCu7y4O0rGDwuhdMRibdgcxZEbDl1PbKJ67Z49F6v8lw+WzeetC4f0uPQBnqG4FE0PpvDoUMV2fbo03j+aiJ6f/WwAyfx0Jl8P8mD3cRgBbqQT1N8g+JXKfDrzctS3Vq6PNGKuGnpBMmrW0G6Ni1FVFlYT5Z83oGTs3i5jkgJBDpIkNOLiIriaz3ycIKvvx4gI35ekh5/R3CQRAF6RLZoqMKq++0Ar0pSGuqK3WiiAAAgAElEQVTz/YGXGbiYhpUeUsKPZKnZFyMf41TmLM+gp1+E+cWLGKkqeTMPjPDaAZh4DB0lVDu5aFps8rxH3eIbhilo16GOPYKHr3BSAX1Uc5Jy6JTPtqSQyxRcdMOILuYqpDWhxH0nOfnHkz7UUl5xfk/4lezUdlgsN1lzKpnW8evJTYhlUVUfvSdaU3m1LlCgq9mYBmmMSHyZ/nuXktJ1FJ+EcHyTGcRqpnKtSz/S5eimILVPuFdMBu5ZSp7JJ40xulFvRd00MM4llGLKM52Zt/jdkDugD5r1x6E3Km2zjbMG0v7EdlY+2ZTpT2kr6MjS3XvKVtWWMBfhhU7B3ghjGqTxQqf38Oh0OPQGjF4PjX7Oweq049QbqX/uCNNW/gsQI0qcz6/eEhGimptse+RpHAaT4hb3RuvXQBS5UKSk33wjkLmeemg9F4vcz39DE+NvjUpSO7j1xoQHkZW4lJaNA59v8XsBPezyosAxYhVkibzynIGLGdL5dhFDciEgmnKMFc08i57jeDRhquoYLZpph4EH0TFNIrLpge+jeO8u5NMcI/0k+O1oLDwg5FJeFJiPlWpS0vXg6+NfR1SG6hXQ+91vIMdgOHYmYaWptKoOfD5auzL14Phj0UwFdDTCwCycyk7uWXSMxkI19FiAXGApTnbj5RPMzMLlx1d4UZrDbMDNcOx8T4yCuIoG0vuJaMaIDy0lw5YtCCGZ1OrvRxAkVSNknodRuOt37AFimY2TpbiZnluOmnPW4bpeCe4/TLlezdhjc/DAlX9gzNyEK68UdR7cx5PtstkaU53TEhopVAQ6qK2rUJ8hbV4nxmX3I2o1PbOXLY/WUbD0BtGLQ+/Dzz9/YodC5IJ7aCAZz38uoRTJaZ+zNuM1XDo9U+t0JLtCfXLNVgVts7JyYyav/oQ+nd5n46xBmqvrkU36RkYXNUzDpQ/mEshELxmGqrWq3vfQk0HX/UryMOr8doyUwxtCOt0trJrI/BqtcOkNCF4vOvCDnD5+5SwHHqocgQPyIXfNVs6MjezKV3HICmKdBazNeE3F3WjN8ipN/fgYWsdWGLoSo8vFqfF/IR7D/6uInvlcBC8iBYisxsUT6NmOJ6Kt53jRTB307JBeC/42nPchcAcRIwKLcKLDfz4gIPI6DmYL/jsGNRsXiEhSy5LaG2qOQGHtSGXo7HKcLMMTNuH3ws4pPFFZdxZDwBCQ8AZKzGk12U+Lea3mjryFic6YFFmNrzSY3C9iYjR27kdHqtRSuyG1ZfqqIKjqZxMt52A3Mdwv5CpJXAdRJXxNSKrG+eVWnPpYO3FMw0knuWjm3gdzdsD1ipQudYgBvVozwnYZrj9Kwtyt3LpdlidL/sADbXczfdl7UUEtl89/g6m1O7D2iQZ4BR35RgvFC3yWoBWv/sqYRr2DMPha5DA1J0B+Xzkh6T0eDKKH1IPr/chbi6q2ILNmG0revc4vxR7idAjL0mghs4FcAjk+aZjO92WrcCm+ZFByl+U+5GNlrodLp4/aWjTPZMXidpJ6cJ3S5tpXpjKfNkjj+P2PoBc9pBxaH0TikwvT4DZDWJU5OCpIcJMz+7C57GysUA+n3igRGe0gikxfOYp654+FPFYU4ac/mfn8t54x6CT8uhWBBbhYi4kK6Fgruumh0s8JjB4Y6UY+S7ApvfhAjR2ZvdtDaj0E9rAnYAFRJBO3wsZ9UZKbAN/QWIe2xpG80t6Ph3gEVmHlPmloa5ZWtOFiBk52EcMQHL42ieikDJG1l9ZgZQ2uiMPsmaKL/hLiKpA/IRA5scqD+bIIVEWPCV9RCGRjq3WltmDjFeyUFHIVD2gjOhZj5ZroK0JrJHjuQdGjiCbKz01r/iILIMK9Fp89yvmRA5G+mHg7wpwksJ0ov08B3NtRxl2GtMZY5uzg0uUafJS5Fno1h+JniO9Tn5KZW3B4zEyIm8i86q3CYv0n1+3MXbOVxD6TcRiMxDryaf3Td/TfswyD6GVa7fZ80Kx/0GpXbt80PbOPfh1HMGn1J3z7cE0lyamTm9w/9+r0zFsUfJ7h38yl2Zl9pHQbpchYayXHf0dyWh3dj2Sz7MmmmkVDfey5hFIMaTOY6cs/onPPMSHfU+ZcrH6iIblmG2a3i6Zn9tHjSDblbl32IxJ+kTUOt6Bjap2OJKd9zl2zjYSCXDoc36YU0fbHtzG/eit6Ht6gKSGSdjCLRVUTqXj1V7aVr40ekV4Hs/x8pudVb0W/DiOYtGZM0M5hUdVEPIJOku/8c+NvPWNwKf/YYShmduLGCGzF5qey2kjU+WHR4/ANdYdryDTLvfgsrHggyHbynolPPl9iVZA8/THSXrVTKACeJg/ZjOYGcJBYjhOLGRiOnWcxsBOPnzJrHIWHh07BSaKkMBo24eOiK6aIUNzpOAFBE65ZGHe1LGLYiYe1kldGJF7IBHyub50xshi34l1RjzzcwCpi+A4PGVijcucriyBNU+AlaV4yV/KRCBd9MbECl29IHwXiTR39pIF9jPT/yncq7gb70pIoX+wMzt+fokbmFi4WPMQv8bfZ3DuRqaltKB/3K/2fW8tPtR7WfM/pTz3P2scb0uvgOh/6R3KFK5F3i84pYzlb7EHMHhfpOWvCDkQ7/LCVl9q/E1KNdWrtDogIpB8If56eh9ZT5tblkOiowkBmtSJc0VAfm1EzSRkCh3pPNedixbw3OD3WN88oc/sK7VM/Y3GVZkpxkeXIH7l5iU+zJ3L0i24smzcMQUrschFMO5jFnJrJtOs1XuFynJKc3SxuJ+16jSezRmuG78zAKHowet08feF4gOvdbOYueY/X2wzxm5f4BBQTEUTxL2nU85cOHSJefIqejTFQGz2TVRDEeuTxADqyiMHBveRWRTLJGYOZ4diDZJrNwFYNaKQ69ggeJuLkC5w0Ix8DguSr7GvDvICRQUgKo1IxSaNAUUWdKDnHvR1QdArjoCaHjPOPJuHb0C48atjnKcmSdCEWBmD3G+7Oj2Iw/yIm3FKLbzCmqDwypuBEh8AErCRruO/JxbgFBtKicOcDX4LX40viL0gD8kk4I9qg9sXIaJz0khBvgXDij1VDfPUORX6feTipLqGV1N+pL+N/YWNaEg8X/YVDl2pRPnM5RrtAY9t5DhQ5j1cAnVDAbFt/prfp5Tc4fbv5y4x/LoV5i98NcoVTQ1lXVm4ckaSWemg9Bq+HEdtmKC2Zoa1epco/F1Fx8HIW1miJV6fnWkxCSH9q+Ty/JZQKCb/UksQODBkyqxURJcklp7rVKkKcFoxXvaMI9F2Wn91HTfvR6sfvokKEqUOHl5nLRmqed+aykehFLyVzb5BvsjJz2UgFbhx47i7HNjOnZpJiKpTW5UOqXD6N2ePC/F+Aq/6tC4NF+vMSXjxAMgV+iRagKXqaka/YS8qJ5G0pkYzBwmScQaihFlGa+PTASAICLnwJV40iKsDnVbBCtHJDMvDRAUZ8vfY/8PrtZC6LsZzDG9WKVt3CCHSMCxXnQ/AGtHYGVchlKi6mYPFbhUfjrjYIEwtxUUc6lznKa7PhMyYKV4wn46Qe2u8dSDDshxEnsAEbZgQqoOesIOJF1Ez4owMSfrbgpj55DJLgrwXS7nAARpbh4hQezWPH4qQieuqTp3ynJuNkDBaKxl+kaFoTSDiL49LTeOdt5KwjlmESN2LlsW6M+XY4QzZP5M0Wb1NRQqz8UOrRiDuBrkc2KWihcCHDU8c0SGNxlWa0SfuCjRXqk3JoPZukncjGWQMpkXdL059afZ47lpiQrmm5JitznmoblU+1VkSSJM+smcSqJxpxw3aPd6DFE1DvKLSi1qUf6XZkIy59+M67jAhTnzf14Lqw5+1xOJtpT3egaP6dkMUFoOfhDSys3oqOPcdyxxxD2+M7OFCmMgn5d/4HVy1s2AErUA8DC3DSBYNfkl2IlaVRuoapo66oj8prWW7pzMUS0qEtmQKaYkAExuOkCrncRuSkNARWJ+N65HFAckYrTAujLyacUe40HIh+K/5wsM83NVbh4dzVPpZMet7FQX/VuaLdBTkgYjGeqsE4V4dMMFyDlZ14AJFa5NKcfOZJ9xGPQD3y6IuR3QGr+kBpDjc+u1B54WABaqvMlLSOlXdw6tbWIEycwstUXBxK+BXSG0PCL3CxLszLBnscewQPf1ReTNvKy7jrjGfVir7UPX2BA5NTuVSkRMSdQLejG9GL3qjaN2a3k/0PVuK9ZgMwiB7mLH0/JElLa5Urn8fgcbOichNEYGbtdrTsM4mKQ1aS2GcSax5vSO/9qzWLxscN00npNooBu5dqzidySldiaZXm7ChfS9Pj+oVO7wFgdjv97Dq17D1XR+O7fGi9IvURKgJbW2ueaBgVXDW7Yn1lV9Tt6EZWPNGYkU36KvDVpwZlMrtWMnaDkRu2eLY9+jQWj4txWRO4FlvsvwJX/VsXBi++IZ8VgfYSwUudZHfioQtGTU9lOWTrTrVmzgZs3Ioymd1FjNjbn4aTDbiVxHsfAmNCJOOBgoN3cYSVqlC3MOqKel7FhEB0Xs0rcPmt+AtjuSmH7K5mAT/uSBP0ZOAM8k+Ilheio/DzFa3fxwMDsNMAPTaplbdH8DAbF5lYuY2IB5iNixm4gvglgdel3p1dk44NxU2Be0ZQbSlgKVbcYhwvYqI8unvtvoTzPtJbkXNwoR7M3wCOWKbr85jXoS9Nas7A7raydE0/FpZLiXqQ69Abo/JObn5qD8cfeIzyN36jx+HsQrdQAEY36o3R66HU3WuKd3T2rEH03bcCQRRJP7iWYd9mBlltduw5FrfeQO3zP/DFs901+Qb9Oo7g86xxZM19HY/ewPOpn1Fh6Eo6pIzDaTCyeu5g0nPW0uhsDh5B59eyCrT3VO8owj27cPMMCG5t3YiSIX3XbFN2RaeLl6HAZA6aSVhdDqwuJ9OXf6TMKEYkvkzDswfQ/Y/H4IvCGvVA4c165JDhhSL48R4GYYoKNjoAU1S4eDWs8YYYy9e4wqqPThHN9JCIbmZ8u6Mjktz0d3gpK800emMkJQCGGqg+eg2RrbhJxMDT5PnxGF6I0ssgEJYp//wYsVjwIZUuog0hjdZfwiYp3hbmWrRUZy0IuBB5AzvjsVJUgt2WFwUOEYsOn6rrDJxRQXfV353Cwok/lv7+qlQYg9Rbbz4Ms3fCnbJQ9lv0PVvhNOkQRRi29QPG7xqMgJfHm+xk/cEeEaGRHVLGIQpCVJLVmTVas6haIuvm/LPQkNJ1FeozNOn1INSSHDVeWRAVlLNd6nhanN5N1uMNsBtMFAuApKpDzbc4l1CKSc90Ye3jDXAYTJjdLpqf3sPQbzODjov2WpLTPufoF91CvuaTBmk4DEbSD2aRWaM182q0iUrJ9fnU8Rya2EO530CWuBw5pSuR1uVDpq3wwVdl1d18o5lTf7Ifw996x2BGQA8Rh8Ra7SI55NXdRJx8iZMUwbcaj6aX3hfjv4UiEhAismrH4sQrFYUCfB9kTfSskzSNdhPDw9LH20DquffGTjZWcojFjv/u6SIigtRnl1f8Zv4zXSh5uJsHXCI2pN+2uv0Uio39LR4O44m4s+ivWsGHErmbihMDAh0xIgYM6Y3AXJz0xUhJdCGva6zkbx04YI72eyG3+qbj5AVMOPCRDIN2oUV/9Zn7xP8G55/DOH8955w2zMJdVjUbSqum7yKiQzx2P2trNQr7bBZVTeT5EzsYsHspKd0iM55T/4+98w6Potz++OfdvpsQIIIFC4qCWOiI2ACVEiB0Ip3QFeyiFxS9NiyIggqIAtKR3nsR8CoKClJVRIqAIopACEl2s+39/TEzy2yfKHi9/nKeh4dkd+adM+9M3nLO93y/21cYzkmcdqWF2nm9fjZPNn+M7G1L4+40zjhSDLV7xpnK0hvqYZJBNoy/n61juoWS4pGmxfg1hFHZ/BxWT3yIdeMfoMV3n7CxQm0a9BtHtUdm8sK9ffn8qioMq5eN32RKyp80UyWuS5QPmVK7BVNqtaBt1zf5qFoGpmCA6dWbJW63ahPafrMeUHISHXatSZyT2L6Sfm2GsKFCLWod20unnauRxTmGoplbmAmSPC4diwlVs77qQBNJFZ0olq4P6fwRFJHRySQVZRczCi83k0eqmhQehhcBfIiPOuoAv4kUluDEgqBpDLTTv0QhzSkIyxdo0qZF9R+UAXAAVvwo/X+bCs2NBx3VJqOyKOGnyNj87ZgZgifpoDsAG58TSEqJkUEBDbCQpru3qxAEgbdUxNESnNTDzH0U4CScSLAZFm6NQQWuvRcrDYb6NBbZnQTYTzD2xJd+SAkrlfgJz5F6NPpoDgGfi4NCsvKuV7i2dTZLu7ai++2r2HfL1THfHA3eWGC2Mfa2LNxmG5vKV6NJr9FUelKJ+W8qX43Ri18PwVPL5Z7A5vcZyknY/D4qD1xAZvbbTKveDJOUdNq5Ou45RqGqpdxnQzKfRiaSU660MITRwfTLyeo6nLL5OSyb8ig/DG/NkqmPYw0E6N3ueSbXyuSszcm0ms0TD/o1M8mzOenacSivNOgZNqG+Wr8HXTsM5YHNczk4vBVtvlnP9ScOM2HBy8yvcm/CdufokusLb7qHzjtXJbzHLjtX4TdbeKTFU3x+VRU1b/Q3yzEIIdKFEGuFED+o/5eOcczdQogdun8eIURr9bvJQohDuu+q/xl/Is0Ef4gWWjMNXjgGb8yVszaY2VDQRR5KsI1UygJ3ks8+AhzSMaHGs74x4tRGBuM8YKEacooHzYRz8e4zSEO7p2E4QivtWeqKNpHdj41l+KLqPAQiZp2H5t803SQEynenUZ6Zg/DYfBkEnxJMurNwAFNwMh1ncpI7ldhP8+F+bKH3Rb9rmomLh9T6g3fw0op8ymPi4jh/PjlIAkj6xkle7yMQQpt5KEEQOEqQGzBxf7yJ76IDVMtuyGUljnHgcD34aBl4lcr4A9WnsjDtKCaTnzIZufSpMpKDJcuFBq6hd/dSpEKFwBXwMmjjJJx+L3ce3sHqiQ+pKKOHuPPwDh5qNTiEMjqWVhZLMJA0JzGtRjP8JhOlC3K57vejNNu3CbfVkXAgT8b+CjCtejPafrOBrttX4DLIqJqiI65LBEMdsnEi02c/i93v4+MJ/bEEAvRuF5s/qW+753hv8Wt8Mv5+LH4fSyvfFZpQM3qO5j/X1KDBwa+YVjOTCk8tYXqNZlx36iiX557greUjYvJRvVq/B73b/Zs3VrwNKGGoHGeqYY2MzjtW0a/ts/xw0ZUXpI7hz0p7vgGc0mk+l5ZSDkpwfDqwH7hCSlkghJgMLJNSzivKdY1zJSmUGEbi0ltJpTZ5UTw8D+NmkvAbolhoIE0sUKGPWtx/K36qY0mq9qbPQySLU1eQgukq35EdJQTxI0EqYKK0jqHVgbLi15TTTssShvIdik6B4q+R+P8qXHiRlFYL17xIjhNkKQH+pfIQReY0PsJHKlAaE1nCHdYXNoh6Zvr+j6Qn0dpbio9lpPAwHkbgMHSv20hlospbtA4XHiR1DORUviKFAMquTC/5queHaow5SqlOz/j6YQQtyQPYsCPxoYgf6dvtr7LsLjp5NdmTVxHIKwfXfAydWoDNHcrnPPfxEEZ8NojSFX+kVIvdpBeeIdeRwtoPB4RqEozKYk6r0Yyp1ZvjChTy4bz4ce/e7f9Nrj2Fg8NbhfINUsCCBHQXRuPpyyc/CkBm97fpvHNVQknOV+v3YGqtFqG4vhEuJr0qXKHZiiPgi8mfVD7neFgOY1u5ymRnvciAzXOYUKctHXauDqtY1tOLLL/+Dg6kX8nRUpdy2pUWYmo9WvJScp2plC7I5cqc4/xQ9qoi5XP+zjmGVsAU9ecpQGy6w3PWHlgppSz4k9c1ZBKFJM7Iin0fgRC8cDMpDMDGzwS4To3Pf4Qvqp1I9a6FpPCjmu4+i7LyrYWFNfhZGidOvRwXAhm2+hyNl35xVo4Z0sKXaoVvFbUm4jby2YAyaLfCHQrXZGGlhy5EZjRE5YDQJKCFRhKxsXbEzcUiDydnsQG1yOdSzLyPN2acX/OvDVYysdBAmkJtdcLNohh9rUcuxWOkbY4VM/Aa9iKF4zT46lJ8OFBIBvWw5sicSH+VuC/ZbtEBYdDiROGtIWoozw2swcv9WEOIrm2kciUCE9D8oh/5IjsTZ+ovcOheKs1ayiFvGfaRCkCjazdSwpbL6R+upmDBTdz5ww4sAT/tug6nwlOLycx+m6xdsdlO4RzK6M07uzKjRjMsMoBPWOiR9WLUqnfo3b3o1f55nt4wkXQVjaPlG249sidhfL18znFuP7KT7PtejFqlv14/m64dhvLcx+Mpn3Nc0TawO5ldtXFSnQK9QpsRpTctL5H99TJWVr6TZns/CxPm0fIZkTUVtY7tpdn3nzHq9k6Mn/9yQihv2282cDi9HB8sfIUDw1uxbXRXlkwbyPbRXTgwvBUfLHyFw+nlaPr9piIV/GlMt+LvFkoCLpFS/gKg/p94rwcdgZkRn70ihNglhBgphLDHOglACNFPCLFVCLH1xIkThpwTSH4lmLSStTdWOuMOo0f+AC87CIZi2spgfa6dWANeLfJYS4AA8BoeTiFpRAH3CbdazEXY5NMXGyYkawiETRw3YMaKUnilz180kCZm4SQzRmXvYLUmYpIaPtJqJOyI0KBmNETlgbDBcJXw40aGKczFwvVruYaDQsHpmyHhQNgCNwFgEa6wtp6jMIqW20hStydWqpLH7eRzFuO5kTTgSwK0xkoA+FRHQ9KRAm7FzC6VzvyETOV+bDTDQh9sSvEjeTQkHxPQEivfkKr2EzyMOxT6esYA9Hc8Pn4C0kUeKeIsFnGW0uIsh5C8j5da5PFxmW/5vHsLLk75lX0H7+XG2dOx+ZUamJ1Xb2B5dgsucp7k1x8rsGx3b3w+O6ecJSntziUoTEnj2B13rWZtpboEEfjNFjL3fkrGvk3MqNGUJr3GUOnJhaqiWwpLpj7Oj6UvDw1WGmTzUOnLkgrObLj2Fuod3MZJV1oIqtoi+22mV2/KC+vep8PudaE20wtyeXPFSLp0HBqzbkFLmqe7z4RCTkXhYtLXNyRKygOhGoNFN91N1+0rKFOQE1V38NI9fShTkEOHnWv4+Lpb47b9er1serV/npuP/8CK6+9kUhEL/rrsXIW4AMnnpKEkIcQ6IFbd+xBgipSylO7Y01LKqDyD+t1lwC6gnJTSp/vsOGADxgEHpJQvJXO6KHDVAPCcKp9plBYazjFvZuMJQTdzCPJvHExTmTETUV+vwsUMvDyYALY4TNrph5USavGWREn4ShR47W8Ew0ImWk3EIINQSFBovk3q7zOkg59Rkq+Jzi8L/AYhxtVVwl9kGOZxmcoyfEmpxYdLO72xkq6DulaQgtE4qI8lFCqbiY9jBHkaBxN0VN1XIeirhmEEko6qvxOknVNg6F47qzsRNzKMyTZe2Kefej0zErNKHBhE2SGeiEHYp2eerfoHGFm196mmem4FKfiSFO45cTW7pqyD/EvgupXQoQ1YFUbdUSdq0GraYo6dLUe1EjtYdbYxhaXMNOg7Li7bqWYKFfRCXN4ChXoaQaHFit3vpdKJIwz+ZFKI7TOSfXXo3b345JqaHC11GS+uHcuwBj3psHMNHXetjmIg7fPlAt69vSO2YIB8mzMqdKOZFsLp/vUyGvUaQ+tvN7L+2joxwz0v3dMHu9/LoP9M/UPsrYdLXcq7t93H8sr1kEKEWE6vzDnOL2llyXWkkFpYQMa+z1l73a08vXFSQqbaQRsnMbxeNlvHdGN2lYa8dE9fTMgQc6tPmDETDDHU7k+/goHNn+C+XWsSivTon1WlJxdyaFiLuPeot7+EdlsI8T3QQEr5izrIb5RSXh/n2EeBm6SU/eJ83wB4UkoZXSkTYUXVY9Di3NogezGC3xLQQsO5+gWLOBs6txtW0tTq4A/wJRx0hks7pYC+CY7RJp9y5IUGnAdVttZYg79RKulIHP8XpPAhPvphxYSgmcGaDv3vkJwmXH/uCGmnp8Eajt2kkqLWEsQbjB9QY+wCyToC3Io5SvHuYkwswckgPAzHgVlFYCXydz4+umBjPwHWEGCwjmY92f2uxIUJOECAazBhQ+BAgecGiaZe98sSYXUKsXIvs1TotJOzIVbePmqIzAMhavdvCdANNwdP3ACTN0DBxXDdCujYBixehks7TU5XpPW0xRw8XYGOZWYz8/eOhgfLZj3eVXSZI5TVPqqWwdSamXTcuQqH3xc2WGkx7zt+3M7aSrdRojCf086SpHjdICX5dmdYHUK53BNUGriQVK+byXOfT5rzmFW1Ce/f2i7hxKbPoSyvfKfhHIOm2bChQi0ebz6QrN3rwgbqDrvWRCnMTazdEksgwJQkvuc4Umm752OWV67H9NnPkutIYWDzJ2i69zOWV74rKs9yuNSlTK2ZyYKb7ibHWYL0gtwojQz9sU16jWHv3yzHsATIVn/OBhYnOLYTEWEkdTJBKHuh1sCeP+lPmOmhqgeFZAxeZuLDDZRF0EUlstPHjzXTKBi00IUArAgsgBlBOsQ8T7OxeMlMQM0AhJTVtPDKOLwEkPTAGjO+/UdqCjRq6Xsx054COuNmhUEopb7GQw/PHWbg3NF4DdOGaPHDZBDTRhTgQ/AEnphVxZtFgHn4GKmG2zrpwjixahBexUs7rLiASpgZp4MjG6v49iKQXIOZsTpyxuqqPvQoHPxLWkN5qELOhbfi5V4KQGUEVmCxVTERBMap8qRayPITtWAxo+w+yL4HXCdgfzOYPR/8Nsbi5YrSh1ndswmtb1jEsOynobrFEBroo2oZBIQpprLa059MZvrsZ5lVPYNvy5Znzox/UeHUz6FwS89ti/ni6upkb1vKgulPse/N1iyb8ijddqyglCeP4SvfDsXtj6WVJd2diwR6tX8+ptKcFsL53VWKmdWaUMpzNiE6qXzOcQZtnETXjkMpsDr4qEICJWoAACAASURBVFqG4dCMhmL6cP5LDNk4EYCnmj/Oh/NfiqkwN2PWswigTEFOzPZrHdvLfTvXYPP7OHDRlfTYtoQyBTkhpJQ94KPzzuiq8vI5x3lu/QS2j+pC3y0LaP3txri1G9NqNPv7KbgJIS4C5gBXAUeALCnlKSFEbeABKWUf9birgU3AlVKem+qFEOuBsijj7g71nMRiAxjfMQRfSAtpA0SqjGkr0T7YGICNIJK0CMSMFmLwoxTJxRO3iQxDQWz1rkjTr+41/ybjCxOq0V9nMo4/tWPQwmYHCbCTVIIoMTwjojpae+2khQk48EFIMOdQDETUaLxsJ5UaBpFBpcVZQ+Gq16QdG+dCZZE2Wzo4rAuXxUIwHSKIA2UyCKjhIAfhVcdGd2d6BFek1ZVm1uFiCl7ewsvDarW8kYrqdbiYhZeWWI3t0n69GaasB3cZqLQE833tKTQ7mI2P1uqOAwk5q+zcc8MEpq4dHHeV263Dy7T8ZiOvrxkT995frd+DqTUz8VmsYapwD7UabAjxpEf53Pnjdh7LfJKyeaf4qdQleFUluZbfbqTR/i0sqVyPJTfWJ2gyqxoTbrJ2ryU7xgoaUJPZl/BLibLsufRazDIYJqjz1RU38ka9bPZefA2FFis2vw9bwEe5Myeo9fO3IS1pQwpz9bLxWaIV5jQ7XOpSmvd4J0RxMaVmZqhNo7u31t3eYvuoLjH7s2vHobgtNn78O4WS/ltmdGIoeCGNKqqojRHKhdvJJ4BSsfuImhj2I2j8B+g0NAhseoKJQYvJjzFIvbDEQMw+MscQqeamyX7OxMXFCIzKU15PHverk6gTOKVyAqWp0NyT6oSwGF9IUnQrAfYQNBxy+yOhMr1lSAvzcBqK4+8glbl4kcDvQB+sYTDVyLBPvL7Rwo2J7k/L8WjhqbX4+RGZVHa0P1bGJKFGCXvex6uqk8NFuK5fxPdZvZhqLuBBbMoSR8LAVcOYsb0zl7baQreTs6PUxybVbkFAmFinwlvjmRbC8JotIeGZs3YXZfNzDIVumu39LGySCIVPbrybfLsTkwxSaLFhDgRwBBQVNT0cdFbVxsyOUJuD6MlnW7nK9Gj/PE33fc76a+twypWGPeCjawzVuek1mhNEMHqpIorzZxXm4JzUqgT2vdmGug9OCbVZ4anF7DMg1VrpyYXcv3k+nXR5munVmzK/SkNOO0pg93vZe54V3P7Rlc8SBar6kJp4ToYGeUANmTyjUhwHEUw3SKcRCV3dRipmJO3iEPTpqRGMEtUBRaJbiPxdE+N5DQfL8MWk2I40TVRnEylYgGrkkYkbAUxTwycaZLYAmIOLTwnQEjd1MSdFhPXDxgy1OM5oqKwsIgpO2kCamIrDcEGjE2iGlUysrMKHGcLozI0iuE7GuJb+XXhcTTqPkErArDseWmPlEkgIiR2HF7MBapSwqv1Ld0H3e8FxioLvW9N13mS6B5ykovwteIIWjuVeTq6vJEcW3MmHJbuFEdeddKXh9BbiN1uSonl8JjNBISjtzuWUsyRzqzRkaeW7uPPH7QnP67hrNXOqNKR3u3+HKcOFwieju/DNyCy8ZivX/3YIqwwwZU40s+sgFQ76ePOB7E+/nM+vqkLrrsPp0nEopx0lyMx+myqPziaryxsgTOwtew3vLn0Dl8/D9FnPMmTjxKj2Js99Hqv081jmkxwudemfVpiDcygtrdJb36bR6u/0glx8OpLBJr1GcyytLKMXv04pz1mSvKZ/yP7REwMqYqV7BJ1FLIukxdBUw5LVFE7ASw+sMaGr7+FjCk5mSScVpKCSFEyQdk7LEmxSE5cPYaML1qQiOhPw0lwViFmHizci4ubD1Lh5T1WTLFbcHxRuniqYaYOVIOGDYSzrj40DBBDAo9jYQgqz4ojl6CuufyPIh/jYrkJxI/0drlJwf46fmbhwU8LwRJVLdE3EIlL4mECRKEjKICiDotb3UYQimxHG1/7qpKa3ntLC16Ti1/lYlTw8KLvW2piQwK8x7kFPE6JNXkWu2r9sJ1W6N6G04zSf7G1Jjfkf8nYgSB6SNLOfqVnZdKk2A0/QxdHFd/DMmAUhzH5aYT6N9m/G7vfGHbAOl7qUvm2eoUX2O2RvW6bLIzxGt+0rwyqnY1m53BPk21wJ+X2OpZWltPssP5e8hK5J9Aza71lHRq/R9G73PLce/YYX175Pac9Zum5fwbIpj4ZyHLce3U2/ts9y56HtCdvrtGM1FU7+xNSamX9aYQ6UHEC53N9ocOArZldtHNamkXyPxm/13PoJofqKbl8v59K8U6y/9hZaf7OBQkvi9/SP2D96YhBIJlFI6T9IBGckgWxBIeuLlTB9Wt15NMPCt6TyNamcAmqpSco65OOjaCvlF7FjgbACqN2kMgAbKSj60PG0A7R27EAZkcccvPRPsqLvj43NOlz/YjUHYmQXNRYv12HiVvK5CzM7VQ6kraTyADY+xsfXBEOJ5HEG6Df6YmOSmgvRT0gZFNAQM8sMUngvw8fvKIp4nbGG8SMpk6ov6e6sPzaW6CaGntLKKJwxtTeeEYX0x8Ng7DSkIGZdh17bQqsnMTLJnUKGTbhfXPY9Gd2aYnGc5vfv2jJ5wRTqBgqxc5YapjNUadWH/nXGEpBWspjLFLqzrVxlZqlSkZVOHOGjahlR19pQoRYtu49k81XVVKW48FX3kI0TE+ozgLYCPsPEeS/GPW5W1Sa0/HYjXrM1qZ7BPQe+whoIMH32s3TeuYphDXrGLDgbsnESU+Y8z+arqiZUneu4azVHSl/GohsbUO7MiaTkesnEgubd3JAqx/ez7rq6TK3RnNsO7wpNBrFEgyLPn12tMffu3xJWJzG/SkNmVm3M1OrNabR/S7GCW1HNAWRj59QfILKD5Nz+AP9S4aWJBsr38eIjtj70IFFo2L88wIekiyoBOgsvJ9WB3oQiZJ9NATPx0QUr+0iNClNoaKsF0klLrDiAZTHUyrQV/bMU0k/ncybWMPROLNN2X1r/XYyJiiq6RtHHABfQCCsP6yYmI0VsvYnWUdb6ebzBcFtfrNTEjEPdMaQieFitftfzI6UjWBdRZKhHYX2Jn84oqKMTMpV3cfBugnfhDpRCSSOTah91pzZYDUPFCzvdr+YPNBRTcyxMxcuWcl+yvGtrzPYc9nzbjkMLpxEIKgp1g00evs54mMH1XieImR5MoUX1yTz38XhWXX8Hbfd8zNSamWEDlobYqXfoa7ptT7yKj6fPAOcqd+Mdpw2GjfZvwWuxJg3lrKlYl67bV1Dr2F5DSmyddq6O6xucU6875UqjyvEfmFulUWISvKqNWX9dnShE1dC7e9G1w1Bu+WkP/b5ayIfzFRnPDRVqMa2GQtgXSzRIX/jWt91zZG9bwkOtBofpMyycNpAuO1ZhEpLn7+3HhcgT/6OTz/kvpPEeXiwoyKJkxU76pC2EI2bi2RlZgrnqzkKPq48scEqUiB4h7fggYeHa69KOFWVQbYCF8piikr5NsfIgNpbiZwiemMimezGHCOGW4WMNAUZiR6DIj5YA8lCqll0Qdj8A+0g1lJTVEtbbSMWKEuMOAqkok8NsvEzDxwDsNMPCWLVo7QbMTMbBRHx8EMEV1AMr3eKgwLR+3kQKPXVFifqCxr7YeFi99/fxhqG/YhU7jlDfCQ9E8TKNwUt9zIzCybt4uRhol6Ruw2hyfTMpALxJIf9WJ5tYiLhX8TIUOwVIpqk+fU4Kt6tyo25gyM9VYdpaKCwJN8+ENt3ArExMb0g7cvNjTN3elc7tx/DMe++HcPzXnjzKt5dcS7evl9Fl5yom1WqB01fI3KqN/nBCNjIxrOlDbH4vO6qIa8ENd7Ou0q04/V5yHKmhBHckEqnmwzNC7Z2PZLHmU1AIto/qwoYKtZQ6hogiPUVvoRk2v48mP3zBlitv5rfU9ChE1YYKtZlWszm2gI8KJ3+iXO4J/GYLn15dky47FKSUz2RmXJ22rLr+Ds7aXaR58mm/52NDKK8uHYfiQ3DgPNcxJBYx/R83wbk6hq9JZYH0x0X99MEaKuTSrK9aUFVXmmOe95hU9Aa0eLH+D3czKXSXnjApx3i2RCV/W5jAv4ew8RIe/oWdiTEgrXNw0R0PCylgCU6GgLIrQTKEQpZKP8twYkNQlTwCKIpuw7DjV4veSiHiErx9pSbTNaqJgwlCX9ruqz82DhGgg0p9oQ2+g/BwPeaQz7PxMRknA1DYTT1AFyzcjy1ELW4CqpLHDwkGVW2Hskr4qSvzeRBFi1kPU5UQhTI7iOQZClki/QrKTCqDd2esoYF8IOGTdgWpqOxpUNUTMjUpP5PRkGE6gmfw8KQador0VXue63DxMJ6wIroyUrmG5jtXfAVdm8C0NbCnE4ggtOkOpiDv42VX3ffoVHscF5n9zHiqJc8Ge1OqMA+f2Yo54GdKrUym1mqBBNZMfJAPbm1nmP76cKlLY1buagO3dlzlgQtCkNeF0wbyxl3dWF/xVrp9vZwuO1aGFZW16fZWGBLptKNEyJ/zkSyeVbUJV+Qcp7Y6EGtqb1NrZtKuy3BOu9JI8bq5+tTPrJ74UGiCW1a5HjNiiBLdfmQ3Gfu+oHe7f3PjrwdZePO9vLDufcrk5TCramPm39yQXEcKpQtyydq9jjN2FxeryK6X7umTdAfUdfsKpiXRfPgj9o+eGDSESkDA49LNOlyMkuGslX2x0VvD9+sGHS1s8TiFLMHJhzKcRXMwNjpjS/iHqw0yQFSYSm8tsbIU5fgJMjZtxwb8PKNqRye8HvmhcIR+MNssAkySPm7CFBpcB1PIlVLwM5LfCLKUlCiaj8iJZbGaBxhC/N1NH2x8jJ/+2HCrE8RovDwjdIMv+SzCzypc+NREq6KQ52cUhSHIa6a6gj8tSxA7AHPOrkJwWu1nbTAfiAITfRk7rbFiBxbh5CMZvqvT+miCPNd3iQZyPZIsQ1pwqhXJiSZNLTGebFI9C7TFmhSpNlZ6GYGdKtIUuhftGmG+X7kFumbA9NWwu4syObTuwRGh1HOUtvjxIWnr2MCGD1pyJieFmrfu4qdSl/Dc2gkMr5cdkr/UkqeJVuXH0spiC/ho2/VNcpwlwgZ9/XnH0sqSWljAsimP4TOZ+eDWdmT0GIU0iahBVisqu3f/l6Fdx++uUtgDvpA/Rn1L88QuldpWrjIzqzchgODdZW+GVOBWVbqDPLsTm9+Hw1eIX5jYfVlF2nUdTstvPyHX7gqFs2KZFsLyWqxMn/1sqPYg3X2W1t9sCNsFaZXb9+7/kiU31mf+9Kfi3gsoWtTTa5z/ieEfnWPQJ+8mCT8P4+EBrGxVk6BbSKE/VhbiYx+BmJW8k4QvxKK5TU32fk0qHbAmjCfr48X91WRnPOuMlSF4QvHtWER1vxJknMHrxRMeGouXGoTH3u/Fwvt4eQMHk5JqU/sIkjyG3x8bTbHQAYU8UI+40fu5WQT4AC+L8GFXRYYOEGSZ+lzW4me6moyVyKQIqvux4USE5Ut6SgvbSOVnZAhaG08sCMI1vmMqqqnWWUWSadXaDSlgUpLk+Uf4DOluz8PLzZiTItXG4sWLEibdSSoLpJMt+HkAWxg6q4IUjLjya5Z0aUuq7Szs6kbtRVO5I2jBA6zEj0Dw3anrmHm6I/O8Hdn6aSZj5r3O0Hv6cvfBr0LkdEaQNDOrNqHSicPct2tNFEtp5HFXnPmVjJ6jyOzxDqXceWR+/ym9ti5JOMjet3MNjzUfSN92z1Hn6O5QgthoVbfXZInKCbxeL5seWS+Sb3Xw9rK3OJh+OS27j6SU+2xI4GfNxAfpun0FtoCfCfNeCmkvL69cj+tOHkl4XY3FtdaxvWRvXUrPrUtYOG0gDr+XNt3eCiG5tLxDj6wXOWlQM/pCoJL+0TmGvBfSGIM3xH8D0ZWw+cAZglykxuyTVQF/QQqT8PEwNkM6D5tJwYZgDl76xckhGCmmKkrx15Xk4aYEo9QJIpKHR/+5DziLJAXjesrxYviaZsBq/DwVYwem513SitQSkcatxEsLbBwnyNWYOIUMKwKM5BryoKx0PlKhvdpnjZJUJrvVGP1o9V40je+zSMbhC3t/Ip/ZcM5VayfjV2onLUzBmVR//E7y+Y5Uw8WHVnE2TMsiCBwiwCoCrCcQFh788fAdyBkrkb5UOlWbQa+W91PNJOiPhwk42Xa0Du1mzONMYSkasYZb71pEYYqFVK8bh99Lh11rDOk5PPfxOP7dqD+WYJAzjhTS3bk0OPAVAthw7S2ccpbEFvByz/6v2HR1dSbOe5Fax/YazhNkZr8d2mlk9niHGbOepUxBjiHfRi9+nUU3NmDl9XeQZ3dh9/uwBnzcdehr1l13K5PnvcCAVk8n1IqILKLT/x7LtEK3AzrNCi3PEXn+8kp38K+mjxAwWwxpRl8IrqR/dCjJDPTGyiJd7F4fYtAGhuX46Yct6eCsxX8Hi0KelDbD8eI1+OmEjYlxcginDYQYisKT1A1lJajpOuuJ6AqBiph4Gg/DdBQc+0g13H68GH4pBDfFmVz0YZpBaphG36befiPIdwRoiQ07cBkmPCjJWC3c9gMBhqmTU+Q99tAJ5bgh4S7oXemlLIR2EIPwcBLJJeqktZmUsPdHM21FHorlq/YfAqzDhUOeY4VdhI/mWOmPDSuwFCfj44QMu+PBzzlJVSO5HO1exkovdTBTFzObCdAbK72whjHGcvVn0KUZzFjJzJ1KWOmOlv24XSj6GQ9f+SUrejSjzfRFrM1vzO+fpxPscZDF8x8NhTg0JE2shOy8mxvSc9tiXr63H112rKTTztVcfuY35t98D0Pv6UvHnauYP/2pMFK+oDCR61AS7kbzBAU2Zyi+b/P7Qv4M2jiJvu2e476da8IqhafVaMaCm+/lreUjuP3Ibm4/sps3Vo0Ka9dnMnPT43MYXq97Uu1lDVH13PoJoV2M9nss09c7ROY5tPbG1M0iz+Ziw7W3kL1tKSdTSjK7auOEleQzqza5IFxJ/+hQkh3okUDMfRlOHsaNm/CwUzzT/yEaLaQ6heQuLHyFn5UxxG4U7h+RVEzIqL5AATAKJ43i6Do3pIC7sfCOSlb3L1FIJVVprCj3HymWcwf55CIT7ji0EJe+nUiYsEYut0EnRFSFPN7DyxAcbCPAgyj1Ai1xx7xHTTa0NzZDhYOZWEN1BCNxhsJ+euLAyOemSbZqE7bm9/cEqaqrBvcCS0nhEWw8iocAMAdf3JDhKuGnLzZOGpCE7UO4JOwEvNTFTEMK6CcK2UCAibHCg1d/Cp2bg6WAmTu6sWXp+2RLG6vxIYC5l25jTc8mXFniCNsDtfl2SQZjbu4UGnS/vOJmRi9+HY/FStuub3L9wAVk9BrN0ZKX8N7i15hSqyXj57/M4E+mUD7nOD+XvJhhDXoyee7zDNk4KYqUb/Lc50M1DUUtKptVtQlZez5m4bSBeC1W3qjfg1POEsyo0ZTM7LdDvn1ULSNMzzpeuymFHr67+BpDmhWLb6gf+r1TxO+RphfYiVUUp7TXgP9UqMn02c8y+D9TeOiLOUnrHGbUaEbwApQ+/6MnBg/wnQ6bvklV2tpKKlert14RM2NUOGBkDDsWzYUXyQmZSkndYB55nIY1H4SNafhYi59aWDChDITagLBLLUxbipeeSeL2GIix98fGaYJJcx+j8CIR/EYwFCNfbLAw7KM4uZJYVcCRpu0O9O3of9azq0YO+OsJ4EOymyBz8fFOknucjA8bRascVmohvKTo/tD02s9bdO/PYQL0xMppJHdhSsoK60Wh585DkoWVufhjMsRqCLTN+JO+E3q6E0Bl/lWS635Zggw1fxTTrvmEyzq3wGYpYNr2bAYve4elMhUT8Cp2Klx0gLW9mlDpon2UEmdJCRYwrEFPBm2cxElXGr3aP8/k2i0JCkHPbUtZNfEhPlj0GuuuuzUKSWOkvqDtno95uMVT3K1WCCcybZDVs6NqlBr37VpL761L2P1OR5ZNeYxSnjye+M90zDLIJ9fEr8gGRWM63+6k0GIrMropEdopksVVP0noz5cm6K6r9E5U5zD07l70yHoBCXit51/z+R89MQRREpL61e3vSGqTR5ZwU0c3YTyoYtyTKbTNRMG4P4SHnlh5TNpi0icrkEsFlfMkHnxItuGnFVam46MR+biRNKGArqKQbklE7p+gMIyyIdI0BTOnAX6d8XgJAA+qPFLj8amqaYnb7xenuCxWFXAs01BD2oAWObjF44xSNK4drMZPd6x0MrATGIuXIMZ2QTm6yWMsXhpHJO41ynYJ3EkB6eIsHdVnZgFeU2P4iSaq9/DyCg6m4eNdldYkkr58mFpUGETSDgUKvcogRXqGtLCJFEbhDb2HiXijMqSFndd8SddO7RAWNxO+7km55W/wjvRRgGQ1fq4o9TNrezbh6y538fx34xg//2WGNegJwCW5Jyl/6hgeix2hksD5TGYW3XR3lJymEYnNbttX8GP65aypeBszqjdNuEqeXKsFH9ZqSZeOQ7nl6J6w7/QD8JSamTTd+xljb8vi9ZWjmFs1cbHagir3svbDAaQWuotMhaEhsRKpv8WSCNWfb5JE9ZMGl/XquJIyeo7m15R0vCYrAzbPwXEBKp//8TmGXljD6gPKqFWunWR0QVollOTfPOkjK4ZC20EkgylkkQq5HE4hQ3VYdv1xGi5ewZrb2YSfOpiZjpcrESwlhbG6VW9k3L4sCkHbdHwh9tZfpIwJae2vVsp2ws0ynIZWySVQkDUCQknt7tITs32tMCyg7lomyPDYeD+1hK0ZVjYmgLH2V6t0H8fD/djoGQET7oaVxfg4LlPDns1NmDAj+BHJ7eQbzofYURYGgxL41BcbFpQB96CQHEGR+oysXXkGW1RYZpXw00YWsJwUuuBO6M8HeHmQVIbgYQ4usnFzO+ZQjiYHiQWYipc3dTUkT6KoxT2ALQTp9SJZoCLp4NxOK/J9/V3Gzl3pd2abr10FnVrCR0s5u+1+BosAC5s9wlLhJBs3E1JOYpMQ6OmixojvcS4ow9x6LbCVOEuvbYu568ftrL3uVlp1G0GBzYEvBgGf0bxBvs3JnBmDyM56kd7t/k2nnaujchizqzbhhXXv027P+lBtQ8vuI7koP4djJS+m0GKlTbe3aPntRhbedA+Nf/iCjjtX03zfJlx+D107DCV729Kw/ENkjUXGvk1Mr96UIRsnxfU3ctU/o3oG5oCfD29pxeTaLSm0WClRWEDG95uYM+NfWIMBhtXLjqrl0GxmtQwKLVb8wsRL9/RhyY31OeVMCyvse279hFASe9SyN3m1QU9WV7ztguQY/tETgx3IwsMqXIyXXr4lgBtCq/uogjQVMjoPZ1Lo5gTpo60ByKqW3DwN1MNCF6xIBH6I2ubrE+MjpB0HSpHe56RQRioD5VJ8Ie3lsirmHSRtyGejCMYdDPSmJ5ETnFtV6ien3aSi12p4GA/DsVMfM71JCWkxHCSIE0XAqC+2hEWEfdUCttE48QO9cIeqjLVagMhiwT7YuAMLz1LI20LpL6P3eBLJ/dgSFg72xspMXd2HtqvRT5A3YKYjiixnpG0UQezSuCBRS6xMwMd84Wc+/lCdxWZSaBpjITKAQqZKJT/VkHw+JRhVRNkYc0z2YI0IMLLmJGpndu066NQKZi6GrQPYYgowPuMpbhdmxuLlKiFonWplxh0D+HxTY0zzfXxQoid9Ts4AoNBiY+FN99Bz6xLmVm0UVUtgtL6gdEEutY7tpdv2FfyeUhKvxUrrbm+R41SopRvt28yyKY+GMbJqtQ09sl5k4rwXqHP0G34ueTHTqzej0GJlVaXbWDblcUBZfXssVgrV1bdeGlSPKLp/y3wye7xDxr4v4qKSZldrzMJpA0O/z6zWlHELh4auP+6WNiy+sT5rK97G/CoNsQV8NNy3OSZyaVu5ykypmYnN76Ntt7fouHN1VIK+VbcRjFz+FhVO/RzaqXTZsZKpNZsTTCAY9kftHw1X1fQYXsdGc2xISAoVrEs+20g1JEmpKGwZ1/DVrmFDkAoJUVA9pSVEtxCPDuEZbNRVV9BaWyOk3RD9R1kU3iP9jkFvseCxkVDfUyrMdRFeGmFlsIp0iqetPQgPr+KgEwUswYUJwRi8rMTHHFxFkg01qj/dEysBYHwcn7rjYR+B0DPS9BPG4A3JubqIFvJJ1leRpkGdbYiod6uoetr6flmKEysipAcdec1Y8Nm4/v7QBGYthoCdtDrvsjdjCHeKfDaRwmR89POn0H/CWOb8eh8O3MynHTeV2k7L7iNDcNNY4jZGBG/0EpsaLUXWrrXMqdaYW47u4dpTPxdJohPOUUYsn/QI154+BlAkOKxJSrJ2rw3TrJhRLYM5VRvz5oqRVDx5VEFiVWnIyGVvRSW29TDUg+mXM7D5E7TftTZKy3lmtSZUO7aXL8tXZXqM6mmtrV7tn6f5d5/iDHhDu4dKTy7E6vOxb8TfSNpTCJElhPhGCBFUVdviHZchhPheCLFfCDFY9/k1QogtQogfhBCzhRDnt1Ij/VoewEY9rEhISnY3AR8vYTcsSVlUWmTtGiVIjGrS0y1EJmE19MxQ7AxC+U6PWBqNl34kZkzto/bHx/jj0kvH+jwSiTQJH7sJ8CtwEYKp+BMW6U3DTxkEn6m7jEzy6YeVxerAY6R4T7tHo7oUaQg15h4fBaQ9o7rSzAPYQjUsA0Uh09UwY6LnZZSi24WI+W5pxXKJLFbRopZkj0fFEQ9VFRf6XHE1dGgD5kJyv3yE11YP47BU+mY8XkwWH+P69qP8zbvx4KQVi3no6te4TwftjMUYapRFVIu7a1QZhRYrC6cNZNsVNybNUUSihOAcZcQHt54TsTFSBDetRjN8Jgu5dhezqjamac9RVHpyIU16jVFU68xm7m/7LM17vMtXl9/I4qlPxEQ76WGtWq4gx1mCJr1GhzQwvBYri6c9wcUFOUkpxrN2r2XxjfVD/aRVjpv+3sgdmwAAFeJJREFUhnoMe4C2wH/iHSCEMANjgKbAjUAnIcSN6tfDgJFSyooo0Zbef9KfMHNlvs0AFVKo502KZxPw0lpFmhhJWmpY82TH6eGYE/DigYT00EaEe0bh5WZMUYilg0LyOO6ErKCv4qU9NlpjxQn0izHIGhl8e2HlaTx0xnqO7iFi8tAjbrS+0P7fKIJ0UhO4Rp6NNjAmgpFGJmZ/R1Gai+eT9ozygJW4WIM/bCXdTWWTTTT4G5uobMxVn33kO/NHtLw1GxunTc00VFVZYJdauZ8QmlxpJdzXDkxeRm0ZQOqatzghldxLKiDNQabVzeZfDMOPlWU7sjFvSQ+dHgtJUy73BIM2TqJH1osJdZ21VfyxtLI4/F56qGijP8OB1G37ClZdf0fodyOT1IwazZg4/0VKe/KYMvcFvh2ZxaE3WrJ3RDtSfW5WTH6UA8Nb4fAX8u6yNxPuPvQTVvmc47yy5j0KLbaoivBVle5ISjHebfsKhBCh602v3hRXoZtCy98MlSSl/E5K+X2Sw+oA+6WUB6WUXmAW0EoIIYB7gHnqcVOA1n/GnyirUB8LSsLOqLKXHZhqELq5h0CRIZ5HkJgAL/GpJYysIMfjpSc21uGKQizFov9QchKwCB8vYseJwtTqRnkJ1kWgXwDWq8VaiVAxnxGkDMLQqlnrC32frBJ+w89GPzDqYaS7dPcYqUNhdDVvQwErjKIwrNYlXR20Ew3+B4UMCSjFmoyX4UQgmYoPP0TRYhRFXChWv5hILLikTJAwEy+nkMmhydcvp9t9nTCbvJzZ/ARd1j0fun4qUL3sQYYxmNcYDAgWutvj11GtxELSPN+oPxn7NvFZ+Wq0yH47bMW8cNrAsBX3rKpNqHjicGhl/2cEc8rlnuCs3RWaCBJBQIfVyyY760VqH/2G24/sDh2nn8zuPvBVSKvij0xYx9LK4vBF/23n2Z0GE/QO4Bzld44r7X9Wj+Fy4Kju95/Uzy4CcqSU/ojPY5oQop8QYqsQYuuJEycMX9yP4GeCRSrgMhqqGIynSFKb2jUk0Akbr+JV0E0Rg4nRFWQaUIBkkvBFraCn4aMNBXxHgEKgLIJO2LgNCz4kbXCH7vUikUdV8jARHm75mSD9KKA31rhhmKL22ecE6IuVD1SeoVelvcjFdZppu5PdBBiJN2onAMZW8z3UnchRgizX3efVasW1thOKt0t5TdoZiiLdWQ8zX6htfEEK9dUBsyMeGmNlJYqUq96fokyqsfolCDySJHz4ADZeQxEjaoIlqeTqW9ev4ZasTtjMhewu812YuJHLqpEwDuPSpl8yLq0nlgiKQ62uYOuYbqwffz8Aw1e+yweLXsMSDDBnxqCYHEpKIrcJT/5nKh9Vy2BbucqGlc4iawNAGYidPg/dOrwcGuDv/HEHoxe/zhdX3kxGr9Fcr05SP6WVxWu28MK6D4BoZtXKAxew7tpbmVFDgdP+kQlrRrUMKv5+OOo4m99nqC2738fQu3vRpeNQ3lo+Aq/FSlCc/2E8aYtCiHVCiD0x/rUyeI1Yf/EywecxTUo5TkpZW0pZu2zZsgYvDZZKTbkcEwEwXEmaaBDQS2geQYYoECKlK+NJaz6AogdgAZ7Fxjx8NMQctrI3WuWci6K7DOEraK2Qbzkp1MSMAHwok8ga/NRRB/WDBEOr13ghoGpYmIQvbhjGSJ+9qvbZJwSYghML8A2poUnmewJJyeX6xhkY60ozlTDFzaskW80vUf3ahJ9LEPiQDFcnmSzhZqaas4nVx9rzaoCZrfjxAYcIokm7B4HNBKhDPjlq/cb7KHKn+nfmfbwxw3n6e4xcYOj75X28tMfNEpwxayO0HcvFmFgllOe/Hj9r4+wGl+JkPQGWVF7DbQ9X5roaU+iDFT9KCPSkdIRW4GUqHWJV9ToJn93Mqk2wBnz4TMr93XJ0D107Do0KK73aoAfZ972I32Qhu8PLFFqsZN/3Im6zLTRJxLJ4tQGgDMSZ332KNeDn15R0mvQaTaUnF/JAmyFUOnmEpZMfZcP4+8navY5N19TAEfBikcHQ+eVzjpNWmM/8GU9xYHgrto/uwqglb9Cr/fNcfuY3ZhVhwtpWrjLTamYy+JPJUcfZAr6kbWn0FwfSr8DpLaTiyaPY/V5SbOd/YjgvqCQhxEbgSSllFFRICHEb8IKUson6+9PqV68DJ4BLpZT+yOMSmVFUEgCnDuJ5twYCiZ/EqKRlOKmjQ2toKJxuWElX49ACiRWBDYWm4hP8NMLCPgJcjikE49SEUyKJ5NbgYgAFWBG8g5NvCFAREw5EyDcjKJXXpJ3+WKkZA12ioVUEhPPkRBzzMS48QPMkJHPZuJkfQxwnEi2k77POWCmLCGkp5CPZT5DKmBiHLww11UCaWEZKwmezDhcz8DIsDrLoMhQqkFFE06o/jI2ReHERLbjzOQEm4gRAInmcQoZhDyF5khHjae/NAnx0wRaCIUeKDPVXobpngXl4yUOZVAVKSM8LBCAkWKQ/tydWusYQKIrs/3bSwoc4KATSUQgicwjiQpCu5sTGoggUHUFyJyZew0EVzDgg7FlNU8WfGmOljw4Ft4AgFm9jRrg70+3r5RwufSmfXV2TyXOfj4um6ZH1IkEBHqsDa8DH5Wd+JT0/l+8uuUa5ns1JSfdZCs1W3lj5Ls33bVInip5srFAbKZRdtlkG6bp9RRhKKBkqqGuHoby5fCQuv4eBzZ/gqtPHuPHXgzgDPhbfUD8Mstr962VMqZmJNeDnad3gHQtVpYSeurPh2jpMnx0fSaSR9m28phbTamVy0y8/MG/m01HHPtn0EVZXuiNhP2ZnvUiNY3u5+deDeC1WzEE/c6o0ol2DG3mubfWoc2LZX4JKMmhfARVVBJIN6AgskcqMtAForx6XDSw+71dPr4Cj5WgAbBCz4nS4tLMWF1aUP1Z9nD0IuNQBbjxeapBPGmepRB4T8NIACw/h5hYKqEs+8/HjQoTWtvpwwxr1GlNwMRInK/BymCAOFQ65VvXNiN7ww9iwqQOH/l5eV6tnPyHAU+oKPnKlrK0idxDAiVJdG3mMJu05HR9jcUTtArTrvBox+Wk7jza48aDsjO6mgDIij7qigJrk0yPi3jaKIK9TmLAa+CgBOqFVmUeHtL5DEkTSPyKvUgb4FD+PYyMA3EE+ThRupyCEdjAr8VKHfD7Bzye63ApATzwsjbEa1/pIoGx/F6KoBV6PKZT32EUqt2Mmk3wcavX87ygr/e8I4AVG4OUm8qhJHqWArTp69wEoVOL3Yo67cwUYLu1Mwck6Atym3mNr8imFiZa4sYizVCMPM+d2O3NxcTNmTKr/AoXC24zCWjsTF2WB+fh4Rg19dgjY2XfwCnwmMx/e0oqPr62Dx2Kld/t/x4zZ927/b4IImu/9DFvAh8di45cSF/PdpRUYtnIUWbvXUboglzPOEphlkEHNHuG1+j0AGL3kDSbNe4Ebfj2o/i0KvrriRtp2fZPKAxfQtuubbKhQG7fFzqby1aIoI7KzXqTjzlU812QAW1R+p2tPHmXhzffSbO9nbB3TLSoJXOun76JkTWMlrMvnHOe9JW/w3uLX6N3+31G7n1ca9KRrx6GccpagV/vnmV6jGW6zlW8uqxhz5/PwF3MICpGwHyWCjjvXMLtaY2r+9B3Tambid6XQvX7FmOPEn7E/tWMQQrQBRgFlgRxgh5SyiRCiHDBBStlMPa4Z8DZKfm+ilPIV9fMKKMnodGA70FVKGX+ZrFqRdgyafT2VgqWPclr6KKmGllJB/bM694chUCYDO4TKggIo+sppCDKwhlTFpO5cu64tZWUoMSNwhR0rMam7DQ8KVv4DzslZLsCHCaW+oCwKZXSsFWR/daUpUVa5JkTIX4kyGGsTkwtFqlMCKcAZpPqzCPmsvw+H7jNNEvUjvOruQ1lt56GsKObhpQVWPiRcxEjz0YamRR1+H92wMAInEyLu7RVsZGLDpPrhVv04jJ+rMGNFxFxVP4CNAWq4R0uoC10bASQuFIJBi+4etVWRFjjQ96EDyFd/TuXcit6kOz+I8kLbOLfa1gbXVfipj5m5+LBG9J0F+JkAl2MmqJ4fUNvV2tFirZJzNNpXYg69e9q19c9Qe3f1Ph4hSFkE4+JQpJtVf4+pOYLymPGpn6WiJMaX4UMGoVPAxtK9d/Jy+V489Pks+n61iPG3tOadOzpjDgaodOIwR0tfRo6zBKXcZ7nizHG+K3sNUpgwySBBIUBKTFISNJkxy0DUDmBM3SyW3FAfhKDQYlUSq1Lisdqw+XyYkGHfSSkJIkh355Jvd5Fvd+LwFSKCQfxmCyYkhWYrqV6lMr3A5sQSUP7ONIW4yBqF7K+XMqVmC+7bvYYuO5SagwU33c3L9/Sl467VUTuWqTWaY5JBLMEgbptDufec4xxMv5yRy0dQ8eRRZlVtwkfVM3B63ZxxpdElxs5nas1MkJIbThzip5KXhvrxqtO/sP+iK7jrxx18Xr4adY/s4pNrayOtVsb2rMvd1yfOTejN6I7hH13gFmWnDlL4xRiCO2civPnqH5MMmwj0yQ/tjwvd56GBU1gQat5cP5iKWMfaUjH5PNhlAA+SICasSPzI0HGFRA88+utq/mmDRjCOn2aLg0B6BTj9Iw6fWx3QZMSgb8ZEINSG3n+n7mcTYDLb8VtdCE8ODmTYfWrXdsdox6xOgG4EJpX/Ud/P2oCkPy/WQCuBACbMJjP2YACvxYY/4Mck/WH3bQICwoJJBrAj8SLwm6yYgl5d+wJLyaug4ATC58anInr0/W/m3ADrQOBRJ1L9oA3gN9kwBX1qnwi4+AZcdzxG4U9f6d4vGXXfSh8LPBYHmKzgzY16h7T7UQZ9gfnSqgR8+XDyQMzrBXbNxlGYR6HJTCAYwISizKaJ+OjvSfHDhDSZcAYDuIUZIQMRz1ZgQhKQSh+cxs6iwF3M9jTiJ8pStqSLU2c95AuLMnALdUIK6gdtL1Iqfe6zWhU+H3UQD5oEFinxWKy4/F6CnBvoBRK3xYbD78NsEjisJnILA5jU3pRCYJYydLxJgMdiI90cpFWtq7i36hV8vOsnFm87wumAiRIiiM0kyfUEwiYavxCYkQjCJ6CgEPgsVqx+HyYpMZtNuE3KffqFCZuQSClxm8MnLbvPixBKFbjN70Po2rL7fQSEQEiJ1CbHsGt7QaJMfn4fTrOgMHDuHvXnCimxIKl/8+UMblmF8helUBQrnhiKrdiKrdiKLcz+TjmGYiu2Yiu2YvsfsuKJodiKrdiKrdjCrHhiKLZiK7ZiK7Yw+5/MMQghTgDR5YPGrAzw+3l053xZsV9Fs2K/imbFfhXN/ql+lZdSJq0Q/p+cGP6MCSG2Gkm+/NVW7FfRrNivolmxX0Wz/+9+FYeSiq3Yiq3Yii3MiieGYiu2Yiu2Yguz/48Tw7j/tgNxrNivolmxX0WzYr+KZv+v/fp/l2MotmIrtmIrtsT2/3HHUGzFVmzFVmwJrHhiKLZiK7ZiK7Yw+0dODEKILCHEN0KIoBAiLrRLCJEhhPheCLFfCDFY9/k1QogtQogfhBCzVbrw8+FXuhBirdruWiFE6RjH3C2E2KH75xFCtFa/myyEOKT7zhgJ+3nwSz0uoLv2Et3n/83+qi6E+EJ93ruEEB10353X/or3vui+t6v3v1/tj6t13z2tfv69ECKp5sh59usJIcS3av98LIQor/su5jP9i/zqIYQ4obt+H9132epz/0EIkf0X+zVS59M+IUSO7rsL0l9CiIlCiN+EEHvifC+EEO+qPu8SQtTUfXf++0pK+Y/7B9wAXA9sBGrHOcYMHAAqoBB67gRuVL+bA3RUf34f6H+e/HoDGKz+PBgYluT4dOAU4FJ/nwy0vwD9ZcgvIC/O5/+1/gIqARXVn8sBvwClznd/JXpfdMcMAN5Xf+4IzFZ/vlE93g5co7Zj/gv9ulv3DvXX/Er0TP8iv3oAo2Ocmw4cVP8vrf5c+q/yK+L4h1GkAi50f9UDagJ74nzfDFiJQpRbF9hyIfvqH7ljkFJ+J6X8PslhdYD9UsqDUkovii5EKyGEAO4B5qnHTQFanyfXWqntGW23PbBSSllwnq4fz4rqV8j+2/0lpdwnpfxB/fkY8BuKPsj5tpjvSwJ/5wH3qv3TCpglpSyUUh4C9qvt/SV+SSk36N6hzcAV5+naf8qvBNYEWCulPCWlPA2sBTL+S351Amaep2vHNSnlf1AWgfGsFTBVKrYZKCWEuIwL1Ff/yInBoF0OHNX9/pP62UVAjpTSH/H5+bBLpJS/AKj/J1PY6Ej0S/mKupUcKYSw/8V+OYQQW4UQm7XwFn+j/hJC1EFZBR7QfXy++ive+xLzGLU/zqD0j5FzL6RfeuuNsvLULNYz/Sv9aqc+n3lCiCuLeO6F9As15HYNsF738YXqr2QWz+8L0leWP9vAf8uEEOuAS2N8NURKaUQiVMT4TCb4/E/7ZbQNtZ3LgCrAat3HTwPHUQa/ccAg4KW/0K+rpJTHhKK8t14IsRvIjXHcf6u/pgHZUobU3P9wf8W6RIzPIu/zgrxTScxw20KIrkBtoL7u46hnKqU8EOv8C+DXUmCmlLJQCPEAym7rHoPnXki/NOsIzJNS6sW+L1R/JbO/9N36n50YpJQN/2QTPwFX6n6/AjiGQlBVSghhUVd92ud/2i8hxK9CiMuklL+oA9lvCZq6D1gopdRUOrVVM0ChEGIS8ORf6ZcaqkFKeVAIsRGoAcznv9xfQog0YDnwrLrN1tr+w/0Vw+K9L7GO+UkIYQFKooQHjJx7If1CCNEQZbKtL3XyuXGe6fkY6JL6JaU8qft1PDBMd26DiHM3ngefDPmls47Ag/oPLmB/JbN4fl+Qvvr/HEr6CqgoFESNDeUlWCKVjM4GlPg+QDZgZAdixJao7RlpNyq2qQ6OWly/NRATwXAh/BJClNZCMUKIMsAdwLf/7f5Sn91ClPjr3Ijvzmd/xXxfEvjbHliv9s8SoKNQUEvXABWBL/+EL0XySwhRA/iA/2vn7lkahqIwjv910cFFnXSSLjo6OIgfoKBDwF0Edel36OKmX8DN0c2tg1DwZXRViojaURHdHMUhDvcR7i2FLL1R8PlBSHKbS05PXk6ahEJRluV71D50m9YY11w0WwD3mu4CTcU3DTRJfzlnjUuxLRIe5l5HbTnzVaUDbOvtpFXgQxc+eXKV4wn7bw/AJqGSfgJvQFft88BZtNwG8Eio+O2ovUE4cPvAKTAxorhmgQvgSeMZta8Ax9FyC8ALMD7Q/xLoEU5wJ8BUXXEBa1r3rcZ7fyFfwBbwBdxEw3KOfA3bXwi3pgpNT+r795WPRtS3rX4PwPqI9/equM51HPzkp1O1TWuK6wC40/qvgKWo767y2Ad26oxL8/vA4UC/bPkiXAS+al9+JjwLagEtfT4GHCnmHtHbljly5b/EMDOzxH++lWRmZkO4MJiZWcKFwczMEi4MZmaWcGEwM7OEC4OZmSVcGMzMLPENLlfCZTOswMoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from perceptron import perceptron\n",
    "\n",
    "nRep = 1000 # number of replicates\n",
    "nTrain = 100 # number of training data\n",
    "nTest = int(1000 * nTrain)\n",
    "Iter_sum = 0\n",
    "train_error = 0\n",
    "test_error = 0\n",
    "\n",
    "for i in range(nRep):\n",
    "    X, y, w_f = mkdata(nTrain + nTest)\n",
    "    X_train = X[:,:nTrain]\n",
    "    X_test = X[:,nTrain:]\n",
    "    y_train = y[:,:nTrain]\n",
    "    y_test = y[:,nTrain:]\n",
    "    w_g, iters = perceptron(X_train, y_train)\n",
    "    # Compute training, testing error\n",
    "    y_train_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_train.shape[1])), X_train))))\n",
    "    train_error = train_error + np.sum(y_train != y_train_prediction)\n",
    "    \n",
    "    y_test_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_test.shape[1])), X_test))))\n",
    "    test_error = test_error + np.sum(y_test != y_test_prediction)\n",
    "\n",
    "    # Sum up number of iterations\n",
    "    Iter_sum = Iter_sum + iters\n",
    "\n",
    "avgIter = Iter_sum / nRep\n",
    "E_train = train_error / (nRep * nTrain)\n",
    "E_test = test_error / (nRep * nTest)\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))\n",
    "print('Average number of iterations is {}.'.format(avgIter))\n",
    "plotdata(X, y, w_f, w_g, 'Pecertron')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part2: Preceptron: Non-linearly separable case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nTrain = 100 # number of training data\n",
    "nTest = int(1000 * nTrain)\n",
    "X, y, w_f = mkdata(nTrain + nTest, 'noisy'))\n",
    "X_train = X[:,:nTrain]\n",
    "X_test = X[:,nTrain:]\n",
    "y_train = y[:,:nTrain]\n",
    "y_test = y[:,nTrain:]\n",
    "w_g, iters = perceptron(X_train, y_train)\n",
    "\n",
    "y_train_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_train.shape[1])), X_train))))\n",
    "train_error = train_error + np.sum(y_train != y_train_prediction)\n",
    "    \n",
    "y_test_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_test.shape[1])), X_test))))\n",
    "test_error = test_error + np.sum(y_test != y_test_prediction)\n",
    "\n",
    "E_train = train_error / nTrain\n",
    "E_test = test_error / nTest\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))\n",
    "print('Average number of iterations is {}.'.format(avgIter))\n",
    "plotdata(X, y, w_f, w_g, 'Pecertron Non-linearly separable')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part3: Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_train is 0.03839, E_test is 0.04712971\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from linear_regression import linear_regression\n",
    "\n",
    "nRep = 1000  # number of replicates\n",
    "nTrain = 100 # number of training data\n",
    "nTest = int(1000 * nTrain)\n",
    "train_error = 0\n",
    "test_error = 0\n",
    "\n",
    "for i in range(nRep):\n",
    "    X, y, w_f = mkdata(nTrain + nTest)\n",
    "    X_train = X[:,:nTrain]\n",
    "    X_test = X[:,nTrain:]\n",
    "    y_train = y[:,:nTrain]\n",
    "    y_test = y[:,nTrain:]\n",
    "    w_g = linear_regression(X_train, y_train)\n",
    "    # Compute training, testing error\n",
    "    y_train_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_train.shape[1])), X_train))))\n",
    "    train_error = train_error + np.sum(y_train != y_train_prediction)\n",
    "    \n",
    "    y_test_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_test.shape[1])), X_test))))\n",
    "    test_error = test_error + np.sum(y_test != y_test_prediction)\n",
    "    \n",
    "E_train = train_error / (nRep * nTrain)\n",
    "E_test = test_error / (nRep * nTest)\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))\n",
    "plotdata(X, y, w_f, w_g, 'Linear Regression');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part4: Linear Regression: noisy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_train is 0.13257, E_test is 0.14346116\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nRep = 1000; # number of replicates\n",
    "nTrain = 100; # number of training data\n",
    "nTest = int(1000 * nTrain)\n",
    "train_error = 0\n",
    "test_error = 0\n",
    "\n",
    "for i in range(nRep):\n",
    "    X, y, w_f = mkdata(nTrain + nTest, 'noisy')\n",
    "    X_train = X[:,:nTrain]\n",
    "    X_test = X[:,nTrain:]\n",
    "    y_train = y[:,:nTrain]\n",
    "    y_test = y[:,nTrain:]\n",
    "    w_g = linear_regression(X_train, y_train)\n",
    "    # Compute training, testing error\n",
    "    y_train_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_train.shape[1])), X_train))))\n",
    "    train_error = train_error + np.sum(y_train != y_train_prediction)\n",
    "    \n",
    "    y_test_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_test.shape[1])), X_test))))\n",
    "    test_error = test_error + np.sum(y_test != y_test_prediction)\n",
    "    \n",
    "E_train = train_error / (nRep * nTrain)\n",
    "E_test = test_error / (nRep * nTest)\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))\n",
    "plotdata(X, y, w_f, w_g, 'Linear Regression: noisy');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part5: Linear Regression: poly_fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_train is 0.49, E_test is 0.5496\n",
      "E_train is 0.05, E_test is 0.066\n"
     ]
    }
   ],
   "source": [
    "import scipy.io as sio\n",
    "poly_train = sio.loadmat('poly_train')\n",
    "X, y = poly_train['X'], poly_train['y']\n",
    "poly_test = sio.loadmat('poly_test')\n",
    "X_test, y_test = poly_test['X_test'], poly_test['y_test']\n",
    "w = linear_regression(X, y)\n",
    "\n",
    "# Compute training, testing error\n",
    "y_prediction = np.sign(np.matmul(w.T, np.vstack((np.ones((1, X.shape[1])), X))))\n",
    "E_train = np.sum(y != y_prediction) / y.shape[1]\n",
    "y_test_prediction = np.sign(np.matmul(w.T, np.vstack((np.ones((1, X_test.shape[1])), X_test))))\n",
    "E_test = np.sum(y_test != y_test_prediction) / y_test.shape[1]\n",
    "\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))\n",
    "\n",
    "# poly_fit with transform\n",
    "X_t = np.vstack((X[0,:],X[1,:],X[0,:]*X[1,:],X[0,:]*X[0,:],X[1,:]*X[1,:]))\n",
    "X_test_t = np.vstack((X_test[0,:],X_test[1,:],X_test[0,:]*X_test[1,:],X_test[0,:]*X_test[0,:],X_test[1,:]*X_test[1,:]))\n",
    "w = linear_regression(X_t, y)\n",
    "\n",
    "# Compute training, testing error\n",
    "y_t_prediction = np.sign(np.matmul(w.T, np.vstack((np.ones((1, X_t.shape[1])), X_t))))\n",
    "E_train = np.sum(y != y_t_prediction) / y.shape[1]\n",
    "y_test_t_prediction = np.sign(np.matmul(w.T, np.vstack((np.ones((1, X_test_t.shape[1])), X_test_t))))\n",
    "E_test = np.sum(y_test != y_test_t_prediction) / y_test.shape[1]\n",
    "\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part6: Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_train is 0.0136, E_test is 0.0252132\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from logistic import logistic\n",
    "\n",
    "# Since logistic regression outputs 0/1, we should adjust the label y.\n",
    "nRep = 100; # number of replicates\n",
    "nTrain = 100; # number of training data\n",
    "nTest = int(1000 * nTrain)\n",
    "train_error = 0\n",
    "test_error = 0\n",
    "\n",
    "for i in range(nRep):\n",
    "    X, y, w_f = mkdata(nTrain + nTest)\n",
    "    X_train = X[:,:nTrain]\n",
    "    X_test = X[:,nTrain:]\n",
    "    y_train = y[:,:nTrain]\n",
    "    y_test = y[:,nTrain:]\n",
    "    w_g = logistic(X_train, y_train)\n",
    "    \n",
    "    # Compute training, testing error\n",
    "    y_train_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_train.shape[1])), X_train))))\n",
    "    train_error = train_error + np.sum(y_train != y_train_prediction)\n",
    "    \n",
    "    y_test_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_test.shape[1])), X_test))))\n",
    "    test_error = test_error + np.sum(y_test != y_test_prediction)\n",
    "\n",
    "E_train = train_error / (nRep * nTrain)\n",
    "E_test = test_error / (nRep * nTest)\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))\n",
    "plotdata(X, y, w_f, w_g, 'Logistic Regression')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part7: Logistic Regression: noisy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_train is 0.1273, E_test is 0.137214\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Since logistic regression outputs 0/1, we should adjust the label y.\n",
    "nRep = 100; # number of replicates\n",
    "nTrain = 100; # number of training data\n",
    "nTest = 10000; # number of testing data\n",
    "train_error = 0\n",
    "test_error = 0\n",
    "for i in range(nRep):\n",
    "    X, y, w_f = mkdata(nTrain + nTest, 'noisy')\n",
    "    X_train = X[:,:nTrain]\n",
    "    X_test = X[:,nTrain:]\n",
    "    y_train = y[:,:nTrain]\n",
    "    y_test = y[:,nTrain:]\n",
    "    w_g = logistic(X_train, y_train)\n",
    "    \n",
    "    # Compute training, testing error\n",
    "    y_train_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_train.shape[1])), X_train))))\n",
    "    train_error = train_error + np.sum(y_train != y_train_prediction)\n",
    "    \n",
    "    y_test_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_test.shape[1])), X_test))))\n",
    "    test_error = test_error + np.sum(y_test != y_test_prediction)\n",
    "\n",
    "E_train = train_error / (nRep * nTrain)\n",
    "E_test = test_error / (nRep * nTest)\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))\n",
    "plotdata(X, y, w_f, w_g, 'Logistic Regression: noisy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part8: SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_train is 0.0, E_test is 0.0112703\n",
      "Average number of support vectors is 3.287.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from svm import svm\n",
    "\n",
    "nRep = 1000; # number of replicates\n",
    "nTrain = 100; # number of training data\n",
    "nTest = 10000; # number of testing data\n",
    "train_error = 0\n",
    "test_error = 0\n",
    "sum_sv = 0\n",
    "for i in range(nRep):\n",
    "    X, y, w_f = mkdata(nTrain + nTest)\n",
    "    X_train = X[:,:nTrain]\n",
    "    X_test = X[:,nTrain:]\n",
    "    y_train = y[:,:nTrain]\n",
    "    y_test = y[:,nTrain:]\n",
    "    w_g, num_sc = svm(X_train, y_train)\n",
    "    # Compute training, testing error\n",
    "    # Sum up number of support vectors\n",
    "    y_train_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_train.shape[1])), X_train))))\n",
    "    train_error = train_error + np.sum(y_train != y_train_prediction)\n",
    "    \n",
    "    y_test_prediction = np.sign(np.matmul(w_g.T, np.vstack((np.ones((1, X_test.shape[1])), X_test))))\n",
    "    test_error = test_error + np.sum(y_test != y_test_prediction)\n",
    "    sum_sv = sum_sv + num_sc\n",
    "\n",
    "E_train = train_error / (nRep * nTrain)\n",
    "E_test = test_error / (nRep * nTest)\n",
    "avgNum = sum_sv / nRep\n",
    "print('E_train is {}, E_test is {}'.format(E_train, E_test))\n",
    "print('Average number of support vectors is {}.'.format(avgNum))\n",
    "plotdata(X, y, w_f, w_g, 'SVM')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also try SVM with **noisy** training data. Why it behaves poorly? \n",
    "You can also try to implement SVM with **slack variables**.  See how it behaves with noisy training data. However this is left as a bonus part."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
